1 Report

1.1 Research question

Can a trend in the geographical spread of Swedish Viking runestones be observed by comparing the proportion of runestones with and without crosses over time?

This report ascertains associative trends between the establishment of runestones in the Gotland region and the concurrent Christianisation in Gotland and Uppsala counties with analysis to assess the scope of this model for further predictions.

1.2 Executive Summary

Analysis of categorical data (crosses/time period) revealed that Uppsala and Gotland runestones were predominantly erected between 1050-1100 AD. Majority of Uppsala’s crosses are observed during this period, however, none of the analysed runestones from Gotland featured the cross motif. This elucidates the non-uniform, nuanced spread of Christianity across Sweden.

1.3 Initial Data Analysis

Reliant upon visual interpretation, the data is subject to observation bias. Confounders including time and environment contribute to bias by making certain stylistic features across different rune-carvers indistinguishable. Data integrity and reliability is compromised by using multiple data sources and interpretation based on secondary archaeological sources including the epic Beowulf.

Selection bias occured as ambiguous data including question marks, multiple categorisations, and unclassified data was re-categorised into 8 categories: RAK, Fp, Pr1-5 and NA. This report’s graphical summaries compound selection bias by only focusing on Uppsala and Gotland municipalities. By omitting large quantities of data, the results cannot characterise Viking society broadly as macroscopic trends may be unclear or skewed. Further, by narrowing our range of analysis to two municipalities, we cannot extrapolate trends to other regions. Similar case by case analysis must be conducted to construct plausible predictions for alternative locations. Additionally, runestones with overlapping time periods were only recognised in this report by the earliest of their assigned periods, causing categorical bias. Likewise, runestones which lacked a cross/no cross classification were grouped with those having no cross.

While it is noted that bias hinders the plausibility of conclusions drawn, however, this is largely inherent to archaeological studies.

1.4 Research overview

Limited to Svealand, Christian influences from missionaries commenced in 830 AD, catalysing an evolution of the location and design of runestones. Rising political tension with neighbouring Christian areas induced Christianisation, thus, the prospect of superior trade and economic performance propelled conversion rather than the pursuit of holiness.

Uppsala observes an influx of runestone prevalence during 1060-1100 AD (Pr4), concurrent with the increase of runestone crosses. Its close proximity to the Baltic Sea on the south-east coast of modern day Sweden, facilitated the introduction of foriegn social and religious influences to the Vikings. This supported a transition from polytheistic paganism towards monotheistic Christianity over the short period revealed by the surge in runestone crosses. This period followed the first Christian evangelisation mission in Uppsala, led by Saint Ansgar during the 9th century, providing context to this stage of religious conversion.

From the classified runestones in Gotland, a significant proportion were erected during the Pr4 period. Unlike Uppsala, no crosses were observed on runestones across all time periods. This not only suggests an uneven spread of Christian beliefs throughout Viking society, but also the need for models alike to identify subtle trends in data. Gotland is isolated from mainland Sweden and therefore bound to undergo religious transformation after other municipalities like Uppsala, which was well-connected with multiple regions and foreign influences via trade interactions. Findings from the maps are supported by churches’ locations in these municipalities. Nonetheless, archaeologists currently lack evidence to determine whether runestones were erected at churches, subsequent church sites, or brought to churches later.

Stacked bar plots quantified the comparison of runestones with/without crosses. While a larger quantity of runestones is observed in Uppsala, the most notable trend was the complete absence of crosses on runestones in Gotland. This may be attributed to the vast majority of runestones in Gotland lacking cross identification, thus classed in this report as ‘no cross’. This assumption may be misleading.

Hence, Christianization of the Vikings began in well-connected municipalities, susceptible to foriegn influences. Christianity slowly infiltrated more regional and often isolated municipalities, however, conversion was not observed as heavily in these regions.


2 Mapping the geographical spread across municipalities

2.1 Loading our library packages

library(tidyverse)
## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.1 ──
## ✓ ggplot2 3.3.5     ✓ purrr   0.3.4
## ✓ tibble  3.1.6     ✓ dplyr   1.0.8
## ✓ tidyr   1.2.0     ✓ stringr 1.4.0
## ✓ readr   2.1.2     ✓ forcats 0.5.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()
library(ggplot2)
library(readxl)
library(maps)
## 
## Attaching package: 'maps'
## The following object is masked from 'package:purrr':
## 
##     map
library(plotly)
## 
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## The following object is masked from 'package:stats':
## 
##     filter
## The following object is masked from 'package:graphics':
## 
##     layout
library(ggthemes)
library(ggmap)
## Google's Terms of Service: https://cloud.google.com/maps-platform/terms/.
## Please cite ggmap if you use it! See citation("ggmap") for details.
## 
## Attaching package: 'ggmap'
## The following object is masked from 'package:plotly':
## 
##     wind
library(wesanderson)
library(RColorBrewer)

2.2 Analysis of runestones in different municipalities

Arch <- read_xls("Arch_main.xls")

Arch = mutate(Arch,ClassNew = case_when(
  grepl('RAK',Classification)~'RAK',
  grepl('Fp',Classification)~'Fp',
  grepl('Pr1',Classification)~'Pr1',
  grepl('Pr2',Classification)~'Pr2',
  grepl('Pr3',Classification)~'Pr3',
  grepl('Pr4',Classification)~'Pr4',
  grepl('Pr5',Classification)~'Pr5',
  TRUE~ 'NA'
))

table(Arch$ClassNew)
## 
##   Fp   NA  Pr1  Pr2  Pr3  Pr4  Pr5  RAK 
##  212 2308   90  205  303  427   62  561
Arch$ClassNew <- factor(Arch$ClassNew,levels=c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered=TRUE)

ggplot(data=Arch,aes(x=ClassNew))+geom_bar(fill="light blue")+ggtitle("Runestone Typology across different Time Periods in Sweden")+labs(x="Time Periods",y="Number of Runestones") + theme_classic()

2.3 Importing data

rune_mast <- read_xlsx("Uppsala_trial.xlsx")
as.data.frame(rune_mast)
##                        ID Cross                      Place
## 1                 Sm 40 $     0                     Burvik
## 2                   Sm 42     1                     Burvik
## 3                 Sm 43 $     0                    Gränsta
## 4                Sö 258 $     1                Dalby kyrka
## 5                  Sö 259     0                Dalby kyrka
## 6                 Sö 26 $     0                  Hållberga
## 7                  Sö 260     1                     Hässle
## 8                  Sö 261     1   Viggby (nu: Viggeby) bro
## 9                Sö 262 $     1   Viggby (nu: Viggeby) bro
## 10              Sö 263 †$     0          Västeråkers kyrka
## 11               Sö 264 $     0          Västeråkers kyrka
## 12                 Sö 265     1                   Torresta
## 13                 Sö 266     1            Balingsta kyrka
## 14               Sö 267 †     0            Balingsta kyrka
## 15                 Sö 268     0            Balingsta kyrka
## 16               Sö 269 $     1            Balingsta kyrka
## 17                  Sö 27     0                  Skolhuset
## 18               Sö 270 $     1                Prästgården
## 19               Sö 271 †     0                Prästgården
## 20               Sö 272 $     0                      Frövi
## 21                 Sö 273     1                      Frövi
## 22                 Sö 274     1                      Kumla
## 23                 Sö 275     0                      Måsta
## 24               Sö 276 $     1                      Måsta
## 25                 Sö 277     0                     Norsta
## 26                 Sö 278     0                       Säva
## 27                 Sö 279     0                     Tibble
## 28                Sö 28 †     0                        Vik
## 29                 Sö 280     0                        Vik
## 30                 Sö 289     1                Hagby kyrka
## 31                Sö 29 †     0                    Focksta
## 32                 Sö 290     1                    Focksta
## 33               Sö 291 $     0                     Möjbro
## 34               Sö 292 $     1                     Möjbro
## 35                 Sö 293     0                     Bragby
## 36               Sö 294 †     0          Skogstibble kyrka
## 37               Sö 295 †     0          Skogstibble kyrka
## 38                 Sö 296     1          Skogstibble kyrka
## 39                 Sö 297     1                Prästgården
## 40                 Sö 298     1                      Ingla
## 41                 Sö 299     0                      Ingla
## 42                   Sö 3     1                      Ingla
## 43                  Sö 30     0                   Skillsta
## 44               Sö 300 $     1                   Ångelsta
## 45                 Sö 301     0                   Västerby
## 46                 Sö 302     1                    Österby
## 47               Sö 303 $     0          Uppsala-Näs kyrka
## 48                 Sö 304     1          Uppsala-Näs kyrka
## 49                 Sö 305     1                      Högby
## 50                 Sö 306     0                    Söderby
## 51               Sö 307 $     0                    Flogsta
## 52               Sö 308 $     0                       Håga
## 53                 Sö 309     0                      Norby
## 54                Sö 31 $     0                      Norby
## 55               Sö 310 †     0                  Vårdsätra
## 56                 Sö 311     0                 Läby kyrka
## 57                 Sö 312     1                       Håmö
## 58                 Sö 313     0                    Kvarnbo
## 59               Sö 314 $     0                   Västerby
## 60                 Sö 315     0         Västerby, Läby vad
## 61               Sö 316 †     0                Vänge kyrka
## 62               Sö 317 †     0                      Brun0
## 63               Sö 318 $     1                      Bärby
## 64                 Sö 319     1                       Fiby
## 65             Sö 32 $U/V     0                    Finnsta
## 66                 Sö 320     0                   Körlinge
## 67                 Sö 321     0                Åltomta bro
## 68                 Sö 322     0                Börje kyrka
## 69               Sö 323 †     0                    Brunnby
## 70                 Sö 324     0                     Ströja
## 71                 Sö 325     0                       Tiby
## 72                 Sö 326     0                     Ängeby
## 73                 Sö 327     0              Jumkils kyrka
## 74                 Sö 328     0              Jumkils kyrka
## 75               Sö 329 †     0                   Blacksta
## 76                  Sö 33     1                   Blacksta
## 77               Sö 331 $     0                    Broholm
## 78               Sö 332 $     0                    Holmsta
## 79               Sö 333 $     0           Uppsala domkyrka
## 80                 Sö 334     0           Uppsala domkyrka
## 81               Sö 335 $     1           Uppsala domkyrka
## 82                 Sö 336     0           Uppsala domkyrka
## 83              Sö 337 $M     0           Uppsala domkyrka
## 84                 Sö 338     1           Uppsala domkyrka
## 85               Sö 339 †     0           Uppsala domkyrka
## 86                Sö 34 $     1           Uppsala domkyrka
## 87                 Sö 340     0           Uppsala domkyrka
## 88               Sö 341 †     0           Uppsala domkyrka
## 89               Sö 342 †     0           Uppsala domkyrka
## 90                 Sö 343     1           Uppsala domkyrka
## 91               Sö 344 $     1           Uppsala domkyrka
## 92               Sö 345 $     0           Uppsala domkyrka
## 93              Sö 345B $     0    Uppsala, Svartbäckstull
## 94               Sö 346 $     1   Svartbäcksgatan, Uppsala
## 95                 Sö 347     0        Uppsala, kv. Torget
## 96                 Sö 348     0        Uppsala, kv. Torget
## 97                 Sö 349     1        Uppsala, kv. Torget
## 98                  Sö 35     0        Uppsala, kv. Torget
## 99                 Sö 350     1       Bredgränden, Uppsala
## 100              Sö 351 $     1 Ärkebiskopsgården, Uppsala
## 101              Sö 352 $     1                    Uppsala
## 102                Sö 353     1             Danmarks kyrka
## 103                Sö 354     0             Danmarks kyrka
## 104              Sö 355 $     0             Berga, Fålebro
## 105              Sö 356 $     0       Danmarks by, Fålebro
## 106                Sö 357     0                      Lunda
## 107                Sö 358     0                      Myrby
## 108                Sö 359     1                       Säby
## 109                 Sö 36     1                   Sällinge
## 110                Sö 360     1                   Sällinge
## 111              Sö 361 $     0                    Söderby
## 112              Sö 362 $     1                   Tjocksta
## 113                Sö 363     1                     Vedyxa
## 114                Sö 364     0            Vedyxa (Viggby)
## 115                Sö 366     0                   Villinge
## 116                Sö 367     0              Vaksala kyrka
## 117                Sö 368     0              Vaksala kyrka
## 118                Sö 369     0              Vaksala kyrka
## 119                 Sö 37     1              Vaksala kyrka
## 120                Sö 370     0              Vaksala kyrka
## 121                Sö 371     0              Vaksala kyrka
## 122             Sö 372 †M     0              Vaksala kyrka
## 123              Sö 373 †     0              Vaksala kyrka
## 124              Sö 374 $     1              Vaksala kyrka
## 125                Sö 375     0                     Bolsta
## 126              Sö 376 †     0                     Bolsta
## 127                Sö 377     1                     Bolsta
## 128                Sö 378     0                        Eke
## 129               Sö 38 †     0         Gnista (Fyrislund)
## 130              Sö 380 †     0                     Gränby
## 131                Sö 381     0                      Jädra
## 132              Sö 382 †     0                      Lunda
## 133             Sö 383 †$     0                       Råby
## 134                 Sö 39     0                Vittulsberg
## 135               Sö 4 †$     0        Gamla Uppsala kyrka
## 136               Sö 40 $     1        Gamla Uppsala kyrka
## 137               Sö 41 $     1                Prästgården
## 138                 Sö 42     1                   Bredåker
## 139               Sö 43 $     1                      Bärby
## 140               Sö 44 †     0                      Ekeby
## 141               Sö 45 $     1                   Hämringe
## 142               Sö 46 $     1         Kungsgården, Sam0n
## 143               Sö 47 $     1                Funbo kyrka
## 144                 Sö 48     0                Funbo kyrka
## 145                 Sö 49     1                Funbo kyrka
## 146                Sö 5 †     0                      Broby
## 147                 Sö 50     0                      Broby
## 148                 Sö 51     0                      Broby
## 149                 Sö 52     0                    Brunnby
## 150               Sö 53 †     0                    Brunnby
## 151               Sö 54 $     1                  Funbo bro
## 152                 Sö 55     1          Karberga (Sundby)
## 153               Sö 56 $     0                     Lövsta
## 154               Sö 57 †     0       Skällerö (Marielund)
## 155                 Sö 58     0                     Åkerby
## 156                 Sö 59     0                Rasbo kyrka
## 157                Sö 6 †     0                Rasbo kyrka
## 158               Sö 60 $     1                Rasbo kyrka
## 159                 Sö 61     0                     Frötuo
## 160                 Sö 62     1                     Frötuo
## 161              Sö 63 †$     0                        Hov
## 162               Sö 64 †     0                     Lejsta
## 163                 Sö 65     1                    Visteby
## 164                 Sö 66     0                Västerberga
## 165               Sö 67 †     0                      Yrsta
## 166              Sö 68 †$     0                      Årsta
## 167                 Sö 69     0                       Örby
## 168                  Sö 7     1            Rasbokils kyrka
## 169                 Sö 70     1             Ärentuna kyrka
## 170               Sö 71 $     1             Ärentuna kyrka
## 171               Sö 72 †     0             Ärentuna kyrka
## 172                 Sö 73     1                    Fjuckby
## 173               Sö 74 $     1                    Fjuckby
## 174               Sö 75 $     0                      Kolje
## 175               Sö 76 †     0                     Kyrsta
## 176                 Sö 77     0                     Kyrsta
## 177               Sö 79 $     0     Nederbacka (Rosta bro)
## 178                  Sö 8     0                  Storvreta
## 179              Sö 80 †$     0                     Vallby
## 180               Sö 81 †     0                    Vaxmyra
## 181               Sö 82 $     1                    Vaxmyra
## 182               Sö 83 †     0                 Lena kyrka
## 183               Sö 84 $     0                 Lena kyrka
## 184               Sö 85 $     1                 Lena kyrka
## 185                 Sö 86     0                 Lena kyrka
## 186               Sö 87 †     0                Björnhammar
## 187               Sö 88 $     0                     Hånsta
## 188                 Sö 89     0                       Ånge
## 189                  Sö 9     1                       Årby
## 190               Sö 90 $     0               Tensta kyrka
## 191              Sö 91 †$     0               Tensta kyrka
## 192                 Sö 92     0               Tensta kyrka
## 193                 Sö 93     0               Tensta kyrka
## 194               Sö 94 †     0                    Altomta
## 195                 Sö 95     1                   Bräcksta
## 196                 Sö 96     0                      Fasma
## 197                 Sö 97     1                   Golvasta
## 198               Sö 98 $     0             Källbo, Lugnet
## 199                 Sö 99     0                   Onslunda
## 200         Sö ATA1918/43     0                   Onslunda
## 201   Sö ATA322-1467-2011     0           Björklinge kyrka
## 202 Sö ATA322-4237-2011 $     0           Björklinge kyrka
## 203   Sö ATA323-3863-1999     0           Björklinge kyrka
## 204         Sö ATA4202/63     0           Björklinge kyrka
## 205         Sö ATA4207/71     0           Björklinge kyrka
## 206         Sö ATA5165/58     0           Björklinge kyrka
## 207         Sö ATA5501/52     0                Prästgården
## 208         Sö ATA6058/54     0                    Axlunda
## 209       Sö ATA6163/61 $     1                   Hammarby
## 210         Sö ATA6294/59     0                       Lund
## 211         Sö ATA6447/61     0                     Ramsjö
## 212         Sö ATA6491/60     0                     Ramsjö
## 213       Sö ATA7551/92 $     0                    Sandbro
## 214          Sö EMÅ1960;5     0                    Sandbro
## 215         Sö Fv1948;282     1             Såpebo, Möboda
## 216         Sö Fv1948;289     0                     Tibble
## 217         Sö Fv1948;291     0               Viksta kyrka
## 218         Sö Fv1948;293     0             Dalboda, Heden
## 219         Sö Fv1948;295     1                  Källslätt
## 220       Sö Fv1948;298 $     0                    Nyvalla
## 221         Sö Fv1948;301     0                    Rångsta
## 222         Sö Fv1948;314     0               Åkerby kyrka
## 223        Sö Fv1954;19 $     0               Åkerby kyrka
## 224          Sö Fv1954;20     0               Åkerby kyrka
## 225          Sö Fv1954;22     1                      Berga
## 226         Sö Fv1958;242     1                    Kroksta
## 227        Sö Fv1958;247A     0             Sylta, Söderby
## 228        Sö Fv1958;247B     0              Bälinge kyrka
## 229        Sö Fv1958;247C     0              Bälinge kyrka
## 230        Sö Fv1958;247D     0              Bälinge kyrka
## 231       Sö Fv1959;262 $     0              Bälinge kyrka
## 232         Sö Fv1969;298     1              Bälinge kyrka
## 233         Sö Fv1971;207     0              Bälinge kyrka
## 234         Sö Fv1971;208     0              Bälinge kyrka
## 235         Sö Fv1973;187     0              Bälinge kyrka
## 236        Sö Fv1973;188A     0                   Forkarby
## 237        Sö Fv1973;188B     0                   Forkarby
## 238         Sö Fv1973;189     1       Forkarby, Korsbacken
## 239         Sö Fv1979;239     0                   Forkarby
## 240       Sö Fv1979;240 $     1                      Gysta
## 241         Sö Fv1982;235     1                   Hämringe
## 242         Sö Fv1984;253     0                     Högsta
## 243         Sö Fv1984;254     0                     Högsta
## 244       Sö Fv1986;218 $     0                     Lövsta
## 245       Sö Fv1986;220 $     0                     Lövsta
## 246        Sö Fv1988;34 $     0                     Marsta
## 247          Sö Fv1990;31     0                     Marsta
## 248         Sö Fv1993;229     1                     Målsta
## 249         Sö Fv1993;230     0                      Nyvla
## 250       Sö Fv2011;307 U     0       Nyvla, Tingstukällan
## 251         Sö NOR1997;26     0                  Rosta bro
## 252       Sö NOR1998;22 $     0                      Rörby
## 253         Sö NOR1998;23     0                      Rörby
## 254         Sö NOR2003;21     0                    Sundbro
## 255       Sö NOR2003;22 $     0                    Sundbro
## 256         Sö Sb1963;149     0                    Sundbro
## 257        Sö Sb1965;12 $     0                    Sundbro
## 258          Sö Sb1965;19     0                    Sundbro
## 259        Sö Sb1965;20 $     0                     Svista
## 260          Sö Sb1965;22     0                     Svista
## 261                   U 1     1                       Tuna
## 262                U 10 $     0                     Åloppe
## 263                 U 100     1                  Äskelunda
## 264              U 1000 †     0                  Äskelunda
## 265              U 1001 $     0            Skuttunge kyrka
## 266                U 1002     0            Skuttunge kyrka
## 267              U 1003 $     0                    Broddbo
## 268                U 1004     0                        Eke
## 269                U 1005     0                    Grävsta
## 270                U 1006     1                    Häggeby
## 271                U 1007     1                      Myrby
## 272              U 1008 $     1                     Norrby
## 273              U 1009 $     0               Skuttunge by
## 274                 U 101     0                      Vigle
## 275                U 1010     0                       Örke
## 276                U 1011     1                       Örke
## 277                U 1012     1                       Örke
## 278             U 1013 †$     0                       Örke
## 279              U 1014 $     1               Stavby kyrka
## 280              U 1015 $     0                  Tu0 kyrka
## 281              U 1016 $     1                  Tu0 kyrka
## 282                U 1017     1                    Krogsta
## 283              U 1102 †     0         Uppsala, Fyristorg
## 284             U 1108 †$     0              Bälinge kyrka
## 285                U 1138     0        Uppsala, kv. St Per
## 286              U 1139 $     0        Uppsala, kv. St Per
## 287              U 1148 †     0        Uppsala, kv. Torget
## 288                U 1155     1           Uppsala domkyrka
## 289              U 1156 $     1           Uppsala domkyrka
## 290                U 1157     1  Uppsala, kv. Rådhuset 2-3
## 291                U 1158     0        Uppsala, kv. Torget
## 292               U 116 $     0                        Åby
## 293              U 1161 $     0                  Skolhuset
## 294              U 1166 †     0           Uppsala domkyrka
## 295                U 1167     0           Uppsala domkyrka
## 296                U 1170     0        Uppsala, kv. Torget
## 297                U 1179     0                   Risberga
## 298               U 120 $     0         Uppsala, sjukhuset
## 299               U 122 †     0                     Ärnevi
## 300               U 134 $     0     Uppsala, kv. Bryggaren
## 301               U 136 $     1        Gamla Uppsala kyrka
## 302               U 137 $     1              Vaksala kyrka
## 303               U 138 †     0                    Uppsala
## 304                  U 14     1                 Ulva kvarn
## 305                 U 143     0                     Tibble
##                               Socken            Härad  Kommun
## 1                          Knutby sn Närdinghundra hd Uppsala
## 2                          Knutby sn Närdinghundra hd Uppsala
## 3                          Knutby sn Närdinghundra hd Uppsala
## 4                           Dalby sn       Hagunda hd Uppsala
## 5                           Dalby sn       Hagunda hd Uppsala
## 6                           Dalby sn       Hagunda hd Uppsala
## 7                           Dalby sn       Hagunda hd Uppsala
## 8                           Dalby sn       Hagunda hd Uppsala
## 9                           Dalby sn       Hagunda hd Uppsala
## 10                    Västeråkers sn       Hagunda hd Uppsala
## 11                    Västeråkers sn       Hagunda hd Uppsala
## 12                    Västeråkers sn       Hagunda hd Uppsala
## 13                      Balingsta sn       Hagunda hd Uppsala
## 14                      Balingsta sn       Hagunda hd Uppsala
## 15                      Balingsta sn       Hagunda hd Uppsala
## 16                      Balingsta sn       Hagunda hd Uppsala
## 17                      Balingsta sn       Hagunda hd Uppsala
## 18                      Balingsta sn       Hagunda hd Uppsala
## 19                      Balingsta sn       Hagunda hd Uppsala
## 20                      Balingsta sn       Hagunda hd Uppsala
## 21                      Balingsta sn       Hagunda hd Uppsala
## 22                      Balingsta sn       Hagunda hd Uppsala
## 23                      Balingsta sn       Hagunda hd Uppsala
## 24                      Balingsta sn       Hagunda hd Uppsala
## 25                      Balingsta sn       Hagunda hd Uppsala
## 26                      Balingsta sn       Hagunda hd Uppsala
## 27                      Balingsta sn       Hagunda hd Uppsala
## 28                      Balingsta sn       Hagunda hd Uppsala
## 29                      Balingsta sn       Hagunda hd Uppsala
## 30                          Hagby sn       Hagunda hd Uppsala
## 31                          Hagby sn       Hagunda hd Uppsala
## 32                          Hagby sn       Hagunda hd Uppsala
## 33                          Hagby sn       Hagunda hd Uppsala
## 34                          Hagby sn       Hagunda hd Uppsala
## 35                         Ramsta sn       Hagunda hd Uppsala
## 36  Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
## 37  Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
## 38  Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
## 39  Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
## 40  Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
## 41  Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
## 42  Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
## 43  Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
## 44  Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
## 45                         Ålands sn       Hagunda hd Uppsala
## 46                         Ålands sn       Hagunda hd Uppsala
## 47                    Uppsala-Näs sn    Ulleråkers hd Uppsala
## 48                    Uppsala-Näs sn    Ulleråkers hd Uppsala
## 49                    Uppsala-Näs sn    Ulleråkers hd Uppsala
## 50                    Uppsala-Näs sn    Ulleråkers hd Uppsala
## 51         Bondkyrka sn (nu Uppsala)    Ulleråkers hd Uppsala
## 52         Bondkyrka sn (nu Uppsala)    Ulleråkers hd Uppsala
## 53         Bondkyrka sn (nu Uppsala)    Ulleråkers hd Uppsala
## 54         Bondkyrka sn (nu Uppsala)    Ulleråkers hd Uppsala
## 55         Bondkyrka sn (nu Uppsala)    Ulleråkers hd Uppsala
## 56                           Läby sn    Ulleråkers hd Uppsala
## 57                           Läby sn    Ulleråkers hd Uppsala
## 58                           Läby sn    Ulleråkers hd Uppsala
## 59                           Läby sn    Ulleråkers hd Uppsala
## 60                           Läby sn    Ulleråkers hd Uppsala
## 61                          Vänge sn    Ulleråkers hd Uppsala
## 62                          Vänge sn    Ulleråkers hd Uppsala
## 63                          Vänge sn    Ulleråkers hd Uppsala
## 64                          Vänge sn    Ulleråkers hd Uppsala
## 65                          Vänge sn    Ulleråkers hd Uppsala
## 66                          Vänge sn    Ulleråkers hd Uppsala
## 67                          Vänge sn    Ulleråkers hd Uppsala
## 68                          Börje sn    Ulleråkers hd Uppsala
## 69                          Börje sn    Ulleråkers hd Uppsala
## 70                          Börje sn    Ulleråkers hd Uppsala
## 71                          Börje sn    Ulleråkers hd Uppsala
## 72                          Börje sn    Ulleråkers hd Uppsala
## 73                        Jumkils sn    Ulleråkers hd Uppsala
## 74                        Jumkils sn    Ulleråkers hd Uppsala
## 75                        Jumkils sn    Ulleråkers hd Uppsala
## 76                        Jumkils sn    Ulleråkers hd Uppsala
## 77                        Jumkils sn    Ulleråkers hd Uppsala
## 78                        Jumkils sn    Ulleråkers hd Uppsala
## 79                           Uppsala          Uppsala Uppsala
## 80                           Uppsala          Uppsala Uppsala
## 81                           Uppsala          Uppsala Uppsala
## 82                           Uppsala          Uppsala Uppsala
## 83                           Uppsala          Uppsala Uppsala
## 84                           Uppsala          Uppsala Uppsala
## 85                           Uppsala          Uppsala Uppsala
## 86                           Uppsala          Uppsala Uppsala
## 87                           Uppsala          Uppsala Uppsala
## 88                           Uppsala          Uppsala Uppsala
## 89                           Uppsala          Uppsala Uppsala
## 90                           Uppsala          Uppsala Uppsala
## 91                           Uppsala          Uppsala Uppsala
## 92                           Uppsala          Uppsala Uppsala
## 93                           Uppsala          Uppsala Uppsala
## 94                           Uppsala          Uppsala Uppsala
## 95                           Uppsala          Uppsala Uppsala
## 96                           Uppsala          Uppsala Uppsala
## 97                           Uppsala          Uppsala Uppsala
## 98                           Uppsala          Uppsala Uppsala
## 99                           Uppsala          Uppsala Uppsala
## 100                          Uppsala          Uppsala Uppsala
## 101                          Uppsala          Uppsala Uppsala
## 102                      Danmarks sn       Vaksala hd Uppsala
## 103                      Danmarks sn       Vaksala hd Uppsala
## 104                      Danmarks sn       Vaksala hd Uppsala
## 105                      Danmarks sn       Vaksala hd Uppsala
## 106                      Danmarks sn       Vaksala hd Uppsala
## 107                      Danmarks sn       Vaksala hd Uppsala
## 108                      Danmarks sn       Vaksala hd Uppsala
## 109                      Danmarks sn       Vaksala hd Uppsala
## 110                      Danmarks sn       Vaksala hd Uppsala
## 111                      Danmarks sn       Vaksala hd Uppsala
## 112                      Danmarks sn       Vaksala hd Uppsala
## 113                      Danmarks sn       Vaksala hd Uppsala
## 114                      Danmarks sn       Vaksala hd Uppsala
## 115                      Danmarks sn       Vaksala hd Uppsala
## 116                       Vaksala sn       Vaksala hd Uppsala
## 117                       Vaksala sn       Vaksala hd Uppsala
## 118                       Vaksala sn       Vaksala hd Uppsala
## 119                       Vaksala sn       Vaksala hd Uppsala
## 120                       Vaksala sn       Vaksala hd Uppsala
## 121                       Vaksala sn       Vaksala hd Uppsala
## 122                       Vaksala sn       Vaksala hd Uppsala
## 123                       Vaksala sn       Vaksala hd Uppsala
## 124                       Vaksala sn       Vaksala hd Uppsala
## 125          Vaksala sn (nu Uppsala)       Vaksala hd Uppsala
## 126          Vaksala sn (nu Uppsala)       Vaksala hd Uppsala
## 127          Vaksala sn (nu Uppsala)       Vaksala hd Uppsala
## 128                       Vaksala sn       Vaksala hd Uppsala
## 129                       Vaksala sn       Vaksala hd Uppsala
## 130          Vaksala sn (nu Uppsala)       Vaksala hd Uppsala
## 131                       Vaksala sn       Vaksala hd Uppsala
## 132                       Vaksala sn       Vaksala hd Uppsala
## 133                       Vaksala sn       Vaksala hd Uppsala
## 134                       Vaksala sn       Vaksala hd Uppsala
## 135    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 136    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 137    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 138    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 139    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 140    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 141    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 142    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 143                         Funbo sn         Rasbo hd Uppsala
## 144                         Funbo sn         Rasbo hd Uppsala
## 145                         Funbo sn         Rasbo hd Uppsala
## 146                         Funbo sn         Rasbo hd Uppsala
## 147                         Funbo sn         Rasbo hd Uppsala
## 148                         Funbo sn         Rasbo hd Uppsala
## 149                         Funbo sn         Rasbo hd Uppsala
## 150                         Funbo sn         Rasbo hd Uppsala
## 151                         Funbo sn         Rasbo hd Uppsala
## 152                         Funbo sn         Rasbo hd Uppsala
## 153                         Funbo sn         Rasbo hd Uppsala
## 154                         Funbo sn         Rasbo hd Uppsala
## 155                         Funbo sn         Rasbo hd Uppsala
## 156                         Rasbo sn         Rasbo hd Uppsala
## 157                         Rasbo sn         Rasbo hd Uppsala
## 158                         Rasbo sn         Rasbo hd Uppsala
## 159                         Rasbo sn         Rasbo hd Uppsala
## 160                         Rasbo sn         Rasbo hd Uppsala
## 161                         Rasbo sn         Rasbo hd Uppsala
## 162                         Rasbo sn         Rasbo hd Uppsala
## 163                         Rasbo sn         Rasbo hd Uppsala
## 164                         Rasbo sn         Rasbo hd Uppsala
## 165                         Rasbo sn         Rasbo hd Uppsala
## 166                         Rasbo sn         Rasbo hd Uppsala
## 167                         Rasbo sn         Rasbo hd Uppsala
## 168                     Rasbokils sn         Rasbo hd Uppsala
## 169                      Ärentuna sn       Norunda hd Uppsala
## 170                      Ärentuna sn       Norunda hd Uppsala
## 171                      Ärentuna sn       Norunda hd Uppsala
## 172                       Ärentu0 sn       Norunda hd Uppsala
## 173                       Ärentu0 sn       Norunda hd Uppsala
## 174                       Ärentu0 sn       Norunda hd Uppsala
## 175                       Ärentu0 sn       Norunda hd Uppsala
## 176                       Ärentu0 sn       Norunda hd Uppsala
## 177                       Ärentu0 sn       Norunda hd Uppsala
## 178                       Ärentu0 sn       Norunda hd Uppsala
## 179                       Ärentu0 sn       Norunda hd Uppsala
## 180                      Ärentuna sn       Norunda hd Uppsala
## 181                       Ärentu0 sn       Norunda hd Uppsala
## 182                          Lena sn       Norunda hd Uppsala
## 183                          Lena sn       Norunda hd Uppsala
## 184                          Lena sn       Norunda hd Uppsala
## 185                          Lena sn       Norunda hd Uppsala
## 186                          Lena sn       Norunda hd Uppsala
## 187                           Le0 sn       Norunda hd Uppsala
## 188                           Le0 sn       Norunda hd Uppsala
## 189                           Le0 sn       Norunda hd Uppsala
## 190                        Tensta sn       Norunda hd Uppsala
## 191                        Tensta sn       Norunda hd Uppsala
## 192                        Tensta sn       Norunda hd Uppsala
## 193                        Tensta sn       Norunda hd Uppsala
## 194                        Tensta sn       Norunda hd Uppsala
## 195                        Tensta sn       Norunda hd Uppsala
## 196                        Tensta sn       Norunda hd Uppsala
## 197                        Tensta sn       Norunda hd Uppsala
## 198                        Tensta sn       Norunda hd Uppsala
## 199                        Tensta sn       Norunda hd Uppsala
## 200                        Tensta sn       Norunda hd Uppsala
## 201                    Björklinge sn       Norunda hd Uppsala
## 202                    Björklinge sn       Norunda hd Uppsala
## 203                    Björklinge sn       Norunda hd Uppsala
## 204                    Björklinge sn       Norunda hd Uppsala
## 205                    Björklinge sn       Norunda hd Uppsala
## 206                    Björklinge sn       Norunda hd Uppsala
## 207                    Björklinge sn       Norunda hd Uppsala
## 208                    Björklinge sn       Norunda hd Uppsala
## 209                    Björklinge sn       Norunda hd Uppsala
## 210                    Björklinge sn       Norunda hd Uppsala
## 211                    Björklinge sn       Norunda hd Uppsala
## 212                    Björklinge sn       Norunda hd Uppsala
## 213                    Björklinge sn       Norunda hd Uppsala
## 214                    Björklinge sn       Norunda hd Uppsala
## 215                    Björklinge sn       Norunda hd Uppsala
## 216                    Björklinge sn       Norunda hd Uppsala
## 217                        Viksta sn       Norunda hd Uppsala
## 218                        Viksta sn       Norunda hd Uppsala
## 219                        Viksta sn       Norunda hd Uppsala
## 220                        Viksta sn       Norunda hd Uppsala
## 221                        Viksta sn       Norunda hd Uppsala
## 222                        Åkerby sn       Bälinge hd Uppsala
## 223                        Åkerby sn       Bälinge hd Uppsala
## 224                        Åkerby sn       Bälinge hd Uppsala
## 225                        Åkerby sn       Bälinge hd Uppsala
## 226                        Åkerby sn       Bälinge hd Uppsala
## 227                        Åkerby sn       Bälinge hd Uppsala
## 228                       Bälinge sn       Bälinge hd Uppsala
## 229                       Bälinge sn       Bälinge hd Uppsala
## 230                       Bälinge sn       Bälinge hd Uppsala
## 231                       Bälinge sn       Bälinge hd Uppsala
## 232                       Bälinge sn       Bälinge hd Uppsala
## 233                       Bälinge sn       Bälinge hd Uppsala
## 234                       Bälinge sn       Bälinge hd Uppsala
## 235                       Bälinge sn       Bälinge hd Uppsala
## 236                       Bälinge sn       Bälinge hd Uppsala
## 237                       Bälinge sn       Bälinge hd Uppsala
## 238                       Bälinge sn       Bälinge hd Uppsala
## 239                       Bälinge sn       Bälinge hd Uppsala
## 240                       Bälinge sn       Bälinge hd Uppsala
## 241                       Bälinge sn       Bälinge hd Uppsala
## 242                       Bälinge sn       Bälinge hd Uppsala
## 243                       Bälinge sn       Bälinge hd Uppsala
## 244                       Bälinge sn       Bälinge hd Uppsala
## 245                       Bälinge sn       Bälinge hd Uppsala
## 246                       Bälinge sn       Bälinge hd Uppsala
## 247                       Bälinge sn       Bälinge hd Uppsala
## 248                       Bälinge sn       Bälinge hd Uppsala
## 249                       Bälinge sn       Bälinge hd Uppsala
## 250                       Bälinge sn       Bälinge hd Uppsala
## 251                       Bälinge sn       Bälinge hd Uppsala
## 252                       Bälinge sn       Bälinge hd Uppsala
## 253                       Bälinge sn       Bälinge hd Uppsala
## 254                       Bälinge sn       Bälinge hd Uppsala
## 255                       Bälinge sn       Bälinge hd Uppsala
## 256                       Bälinge sn       Bälinge hd Uppsala
## 257                       Bälinge sn       Bälinge hd Uppsala
## 258                       Bälinge sn       Bälinge hd Uppsala
## 259                       Bälinge sn       Bälinge hd Uppsala
## 260                       Bälinge sn       Bälinge hd Uppsala
## 261                       Bälinge sn       Bälinge hd Uppsala
## 262                       Bälinge sn       Bälinge hd Uppsala
## 263                       Bälinge sn       Bälinge hd Uppsala
## 264                       Bälinge sn       Bälinge hd Uppsala
## 265                     Skuttunge sn       Bälinge hd Uppsala
## 266                     Skuttunge sn       Bälinge hd Uppsala
## 267                     Skuttunge sn       Bälinge hd Uppsala
## 268                     Skuttunge sn       Bälinge hd Uppsala
## 269                     Skuttunge sn       Bälinge hd Uppsala
## 270                     Skuttunge sn       Bälinge hd Uppsala
## 271                     Skuttunge sn       Bälinge hd Uppsala
## 272                     Skuttunge sn       Bälinge hd Uppsala
## 273                     Skuttunge sn       Bälinge hd Uppsala
## 274                     Skuttunge sn       Bälinge hd Uppsala
## 275                     Skuttunge sn       Bälinge hd Uppsala
## 276                     Skuttunge sn       Bälinge hd Uppsala
## 277                     Skuttunge sn       Bälinge hd Uppsala
## 278                     Skuttunge sn       Bälinge hd Uppsala
## 279                        Stavby sn        Olands hd Uppsala
## 280                           Tu0 sn        Olands hd Uppsala
## 281                           Tu0 sn        Olands hd Uppsala
## 282                           Tu0 sn        Olands hd Uppsala
## 283                          Uppsala          Uppsala Uppsala
## 284                       Bälinge sn       Bälinge hd Uppsala
## 285                          Uppsala          Uppsala Uppsala
## 286                          Uppsala          Uppsala Uppsala
## 287                          Uppsala          Uppsala Uppsala
## 288                          Uppsala             <NA> Uppsala
## 289                          Uppsala             <NA> Uppsala
## 290                          Uppsala          Uppsala Uppsala
## 291                          Uppsala          Uppsala Uppsala
## 292                    Björklinge sn       Norunda hd Uppsala
## 293                     Balingsta sn       Hagunda hd Uppsala
## 294                          Uppsala             <NA> Uppsala
## 295                          Uppsala             <NA> Uppsala
## 296                          Uppsala          Uppsala Uppsala
## 297                         Östu0 sn    Långhundra hd Uppsala
## 298                          Uppsala             <NA> Uppsala
## 299                         Funbo sn         Rasbo hd Uppsala
## 300                          Uppsala          Uppsala Uppsala
## 301    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 302                       Vaksala sn       Vaksala hd Uppsala
## 303                          Uppsala             <NA> Uppsala
## 304    Gamla Uppsala sn (nu Uppsala)       Vaksala hd Uppsala
## 305 Skogstibble sn (nu Skogs-Tibble)       Hagunda hd Uppsala
##                            Classification Latitude    Long Longitude     Lat
## 1                                    Pr3? 59.90246 6644776  18.38027 1643931
## 2                                       ? 59.90246 6644785  18.38027 1643937
## 3                                       ? 59.90307 6645124  18.24494 1636497
## 4                                     Pr4 59.75983 6628018  17.57316 1599369
## 5                                       ? 59.75983 6627999  17.57316 1599369
## 6                                     Pr5 59.77639 6629832  17.50696 1595918
## 7                                       ? 59.75513 6627222  17.55745 1598759
## 8                                     Pr4 59.76692 6628874  17.55598 1598176
## 9                                     Pr2 59.76692 6628860  17.55598 1598180
## 10                             Pr3 - Pr4? 59.75252 6627089  17.51065 1595827
## 11                                    Pr4 59.75252 6627098  17.51065 1595832
## 12                                    Pr4 59.54384 6627845  17.50061 1594481
## 13                                      ? 59.76390 6628252  17.42530 1591040
## 14                                      ? 59.76390 6628252  17.42530 1591040
## 15                                    Pr4 59.76390 6628252  17.42530 1591040
## 16                                      ? 59.76390 6628252  17.42530 1591040
## 17                                      ? 58.39164 6628167  13.58024 1591098
## 18                                    Pr4 59.76266 6628197  17.42505 1590893
## 19                                   Pr2? 59.76266 6628790  17.42505 1590300
## 20                                    Pr4 59.46620 6625872  15.36507 1590017
## 21                                     Fp 59.46620 6626000  15.36507 1589840
## 22                                   Pr4? 59.11796 6627300  15.12056 1592650
## 23                                    Pr3 59.77923 6630161  17.42597 1590582
## 24                                    Pr3 59.77923 6630100  17.42597 1590580
## 25                                   Pr3? 59.85856 6626591  17.63893 1592550
## 26                                   Pr4? 59.84621 6628672  16.91005 1589289
## 27                                      ? 59.99897 6627200  17.86228 1590850
## 28                                   Pr2? 59.73638 6625825  17.46254 1593100
## 29                                   Pr2? 59.73638 6626116  17.46254 1592845
## 30                                   Pr3? 59.80162 6632382  17.37639 1588198
## 31                                    Pr3 59.79457 6631388  17.36904 1587808
## 32                                     Fp 59.79457 6631289  17.36904 1587770
## 33                                   <NA> 59.81302 6633909  17.38190 1587061
## 34                                    Pr3 59.81538 6633900  17.35687 1587000
## 35                                    Pr4 59.78675 6631010  17.43718 1591143
## 36                                    Pr5 59.83157 6635442  17.31847 1584774
## 37                                      ? 59.83157 6635435  17.31847 1584773
## 38                                      ? 59.83157 6635435  17.31847 1584773
## 39                                      ? 59.73888 6635530  17.72977 1584775
## 40                              Pr3 - Pr4 59.83722 6636256  17.30580 1584417
## 41                                    Pr4 59.83722 6636198  17.30580 1584306
## 42                                    Pr4 59.83722 6636250  17.30580 1584125
## 43                                    Pr4 59.81681 6634010  17.34168 1586150
## 44                                      ? 59.81243 6633153  17.33957 1586380
## 45                                    Pr4 59.87702 6640966  17.28477 1582025
## 46                                    Pr4 59.87702 6640434  17.28477 1583058
## 47                                    Pr2 59.78766 6631139  17.59470 1600474
## 48                                      ? 59.78766 6631139  17.59470 1600474
## 49                              Pr3 - Pr4 59.77710 6631701  16.97451 1598773
## 50                                    Pr4 59.80633 6633530  17.52958 1593821
## 51                                    Pr4 59.84916 6637825  17.58997 1599750
## 52                                   Pr1? 59.83869 6636750  17.57624 1599600
## 53                                    Pr4 59.83087 6636281  17.61769 1600744
## 54                                    Pr4 59.83087 6636345  17.61769 1600720
## 55                                    Pr4 59.79351 6632407  17.62259 1601366
## 56                                      ? 59.84860 6637821  17.52333 1596300
## 57                             Pr3 - Pr4? 59.84140 6637367  17.49619 1596086
## 58                                   Pr4? 59.84298 6637031  17.56558 1598078
## 59                                   Pr3? 59.87714 6637742  17.27891 1595831
## 60                                    Pr3 59.87714 6637359  17.27891 1596101
## 61                                      ? 59.85610 6638531  17.43522 1591323
## 62                                    Pr5 59.85865 6637537  17.43024 1591756
## 63                                    Pr4 59.85963 6639397  17.40040 1589397
## 64                                    Pr4 59.85957 6641673  17.42624 1587962
## 65                                      ? 59.86492 6639500  17.42799 1591075
## 66                                    Pr4 59.85191 6638100  17.43786 1591400
## 67                                   Pr4? 60.02125 6639072  17.69786 1587459
## 68                                     KB 59.88391 6641703  17.50015 1594931
## 69                                    Pr4 59.85684 6640837  17.80242 1594978
## 70                                    Pr5 59.92293 6644387  18.67544 1595487
## 71                                   Pr4? 59.88710 6641250  17.49667 1594975
## 72                                     KB 59.92216 6645900  17.46425 1593150
## 73                                    Pr4 59.94257 6648093  17.42315 1590460
## 74                                   <NA> 59.94257 6648139  17.42315 1590437
## 75                                    Pr5 59.95494 6649336  17.40191 1589287
## 76                                    Pr4 59.95494 6649552  17.40191 1589166
## 77                                     KB 59.94815 6648856  17.40690 1589586
## 78                                   Pr4? 59.92691 6646443  17.44213 1592155
## 79                                    Pr4 59.85815 6639052  17.63363 1602466
## 80                                   Pr5? 59.85815 6639052  17.63363 1602466
## 81                                      ? 59.85815 6639052  17.63363 1602466
## 82                                    Pr4 59.85815 6639052  17.63363 1602466
## 83                                   Pr4? 59.85815 6639048  17.63363 1602454
## 84                                      ? 59.85815 6639048  17.63363 1602454
## 85                                      ? 59.85815 6639048  17.63363 1602454
## 86                                   Pr4? 59.85815 6639024  17.63363 1602510
## 87                                      ? 59.85815 6639048  17.63363 1602454
## 88                                   Pr4? 59.85815 6639032  17.63363 1602525
## 89                              Pr3 - Pr4 59.85815 6639048  17.63363 1602454
## 90                                    Pr5 59.85815 6639022  17.63363 1602506
## 91                                    Pr4 59.85815 6639036  17.63363 1602528
## 92                                    Pr4 59.85815 6639030  17.63363 1602521
## 93                                      ? 59.85856 6639100  17.63893 1602500
## 94                                    Pr3 59.86018 6639235  17.63594 1602630
## 95                                    Pr4 59.93865 6639225  16.86228 1602610
## 96                                    Pr4 59.93865 6639225  16.86228 1602610
## 97                                    Pr3 59.93865 6639225  16.86228 1602610
## 98          Pr3 - Pr4 [Gräslund muntligt] 59.93865 6639219  16.86228 1602602
## 99                              Pr1 - Pr2 59.85765 6639100  17.64127 1602512
## 100                                   Pr2 59.85742 6638975  17.63128 1602400
## 101                                  Pr4? 59.85856 6639100  17.63893 1602500
## 102                                   Pr3 59.83294 6636435  17.74484 1608750
## 103                                    KB 59.83294 6636459  17.74484 1608774
## 104                             Pr1 - Pr2 59.82496 6635463  17.73187 1608071
## 105                                   Pr4 59.83239 6635549  17.74485 1608342
## 106                                     ? 59.87698 6639862  17.68572 1608079
## 107                                   Pr4 60.08194 6637349  17.70196 1609470
## 108                               KB, Pr2 59.80712 6637130  17.81922 1607066
## 109                                   Pr4 59.85256 6638425  17.74415 1608325
## 110                                     ? 59.85256 6638510  17.74415 1608565
## 111                                  Pr1? 59.93259 6633950  17.48315 1609125
## 112                                  Pr3? 59.83333 6635900  17.76667 1610600
## 113                                   Pr3 59.85033 6638161  17.77073 1610189
## 114                                  Pr4? 59.84875 6637945  17.77772 1610020
## 115                                     ? 59.83230 6636513  17.71994 1607552
## 116                                   Pr5 59.87601 6641117  17.68635 1605339
## 117                                     ? 59.87601 6641130  17.68635 1605340
## 118                                   Pr4 59.87601 6641121  17.68635 1605361
## 119                                   Pr5 59.87601 6641181  17.68635 1605316
## 120                                   RAK 59.87601 6641173  17.68635 1605316
## 121                                   Pr1 59.87601 6641164  17.68635 1605316
## 122                                     ? 59.87601 6641158  17.68635 1605316
## 123                                     ? 59.87601 6641102  17.68635 1605359
## 124                                     ? 59.87601 6641117  17.68635 1605339
## 125                                  Pr4? 59.87698 6640720  17.68572 1605925
## 126                             Pr3 - Pr4 59.87698 6640623  17.68572 1605999
## 127                                   Pr5 59.87698 6640623  17.68572 1605999
## 128                                    Fp 59.87698 6642186  17.68572 1605343
## 129                                     ? 59.84523 6637800  17.70631 1606600
## 130                                   Pr5 59.87552 6640790  17.67275 1604473
## 131                                   Pr5 59.88670 6642537  17.72480 1607611
## 132                                     ? 59.89762 6643098  17.72345 1607407
## 133                                   Pr4 59.54011 6643562  17.50371 1604533
## 134                                  Pr4? 59.90793 6644650  17.67460 1604475
## 135                                   Pr2 59.89950 6643643  17.63191 1602252
## 136                                     ? 59.89950 6643667  17.63191 1602218
## 137                                  Pr4? 59.89733 6643650  17.63685 1602100
## 138                                     ? 59.87698 6645200  17.68572 1602950
## 139                                  Pr3? 59.88337 6642281  17.61964 1600634
## 140                                  Pr4? 59.85522 6649950  17.61064 1604325
## 141                             Pr4 - Pr5 59.91447 6646040  17.65122 1603657
## 142                            Pr3 - Pr4? 59.90525 6644250  17.64201 1602750
## 143                                   Pr3 59.85594 6639209  17.85544 1614862
## 144                                     ? 59.85594 6639170  17.85544 1614893
## 145                                  <NA> 59.85594 6639209  17.85544 1614862
## 146                                    Fp 59.86091 6640063  17.82014 1613203
## 147                             Pr3 - Pr4 59.86091 6640070  17.82014 1613197
## 148                                    Fp 59.86091 6639894  17.82014 1613117
## 149                                   Pr4 59.85684 6639321  17.80242 1612568
## 150                                     ? 59.85684 6639100  17.80242 1612000
## 151                                   Pr4 59.85698 6639300  17.85802 1615050
## 152                                   Pr4 59.85790 6639307  17.84526 1614280
## 153                                   Pr4 59.96201 6636833  17.57492 1612062
## 154                                   Pr2 59.84248 6637098  17.86259 1614953
## 155                                    Fp 59.85545 6640814  17.85364 1611735
## 156                                     ? 59.94947 6649630  17.87948 1615918
## 157                                     ? 59.94947 6649642  17.87948 1615913
## 158                                     ? 59.94947 6649617  17.87948 1615924
## 159                                  Pr4? 59.85856 6644388  17.63893 1614884
## 160                                 Pr3?? 59.85856 6644377  17.63893 1614888
## 161                                  Pr4? 59.96301 6651571  17.91956 1618680
## 162                                   Pr4 59.95252 6649457  17.89719 1616565
## 163                                   Pr4 59.91667 6644473  17.88333 1617110
## 164                                   Pr4 59.95644 6650325  17.83664 1613675
## 165                                   Pr3 59.94623 6648910  17.82003 1612814
## 166                                   Pr4 59.86793 6647190  17.68888 1616506
## 167                                   Pr4 59.93825 6648400  17.81687 1612470
## 168                             Pr3 - Pr4 59.99282 6654403  17.86039 1614682
## 169                                     ? 59.95554 6649847  17.60605 1600604
## 170                                   Pr5 59.95554 6649764  17.60605 1600608
## 171                                  Pr5? 59.95554 6649769  17.60605 1600615
## 172                                  Pr2? 59.97734 6652724  17.61549 1601240
## 173                                     ? 59.97734 6652800  17.61549 1601100
## 174                                   Pr4 59.95115 6649585  17.61846 1601476
## 175                                   Pr4 59.97949 6652934  17.64794 1602093
## 176                                   Pr4 59.97949 6652334  17.64794 1603196
## 177                                  Pr4? 59.95939 6649200  17.60397 1600850
## 178                                   Pr4 59.95939 6650776  17.70569 1605707
## 179                                  Pr4? 59.95052 6648550  17.83030 1602375
## 180                                   Pr4 59.97007 6651346  17.63500 1602371
## 181                                     ? 59.97007 6651625  17.63500 1602225
## 182                                   Pr4 60.01189 6656203  17.72183 1606857
## 183                                   Pr4 60.01189 6656203  17.72183 1606857
## 184                                     ? 60.01189 6656319  17.72183 1606899
## 185                                     ? 60.01189 6656310  17.72183 1606905
## 186                                   Pr4 58.86545 6660100  15.37537 1607525
## 187                                     ? 60.01470 6656543  17.68621 1604988
## 188                                   Pr4 59.99001 6653809  17.71657 1606762
## 189                                  RAK? 59.97121 6651827  17.71598 1606730
## 190                                   Pr5 60.04077 6659442  17.67195 1604033
## 191                                  Pr4? 60.04077 6659397  17.67195 1604055
## 192                                   Pr4 60.04077 6659416  17.67195 1604052
## 193                                     ? 60.04077 6659450  17.67195 1604025
## 194                                  Pr4? 60.02177 6657400  17.69821 1615650
## 195                                   Pr4 60.04163 6659095  17.65642 1602987
## 196                                   Pr4 60.05608 6661006  17.62415 1601028
## 197                             Pr3 - Pr4 60.07238 6661965  17.66913 1603417
## 198                                   Pr4 59.64924 6659355  17.79055 1601013
## 199                             Pr3 - Pr4 60.02534 6656623  17.63784 1601883
## 200                                   Pr5 60.02534 6656900  17.63784 1602250
## 201                             Pr4 - Pr5 60.02699 6657733  17.55252 1597403
## 202                                   Pr4 60.02699 6657732  17.55252 1597411
## 203                                   Pr4 60.02699 6657729  17.55252 1597421
## 204                                  Pr4? 60.02699 6657727  17.55252 1597432
## 205                                     ? 60.02699 6657731  17.55252 1597422
## 206                                  Pr4? 60.02699 6657730  17.55252 1597360
## 207                                  Pr4? 60.03178 6657621  17.55210 1597259
## 208                                   Pr4 60.04195 6659200  17.46667 1593550
## 209                                  Pr4? 60.03713 6658997  17.47191 1593322
## 210                                     ? 60.03178 6654720  17.55210 1597859
## 211                                  <NA> 60.04095 6659050  17.54126 1596700
## 212                                   Pr4 60.04095 6659712  17.54126 1596728
## 213                                   Pr4 60.01579 6655224  17.58158 1598959
## 214                                  Pr4? 60.01579 6656322  17.58158 1598872
## 215                                  Pr4? 60.03178 6661844  17.55210 1596098
## 216                                  Pr4? 60.02265 6657309  17.56360 1597674
## 217                             Pr3 - Pr4 60.07727 6663454  17.63943 1602113
## 218                                   Pr4 60.11007 6667218  17.53445 1595747
## 219                                   Pr4 60.15605 6671945  17.49359 1593677
## 220                                     ? 60.04064 6662800  18.08067 1603700
## 221                                   Pr4 60.07406 6662979  17.62157 1601182
## 222                                   Pr1 59.90969 6646132  18.26603 1594572
## 223                                   Pr1 59.90969 6646134  18.26603 1594565
## 224                                     ? 59.90969 6646116  18.26603 1594604
## 225                                   Pr4 59.90969 6646426  18.26603 1594105
## 226                                   Pr4 59.90969 6647413  18.26603 1592938
## 227                                   Pr3 59.90969 6646969  18.26603 1594793
## 228                                   Pr4 59.94603 6648692  17.52963 1596352
## 229                                   Pr5 59.94603 6648685  17.52963 1596376
## 230                                  Pr4? 59.94603 6648685  17.52963 1596376
## 231                                  Pr4? 59.94603 6648685  17.52963 1596376
## 232                                  Pr4? 59.94603 6648685  17.52963 1596376
## 233                                     ? 59.94603 6648673  17.52963 1596312
## 234                                     ? 59.94603 6648685  17.52963 1596376
## 235                                  <NA> 59.94603 6648692  17.52963 1596352
## 236                             Pr4 - Pr5 59.92807 6646710  17.56140 1598028
## 237                                  Pr5? 59.92807 6646700  17.56140 1598030
## 238                                  Pr5? 59.92778 6647322  17.56192 1597665
## 239                                     ? 59.92807 6647340  17.56140 1597670
## 240                                  Pr4? 59.96255 6650750  17.54477 1597200
## 241                                   Pr5 59.94574 6648763  17.55411 1598324
## 242                                   Pr4 59.94882 6651635  17.53322 1598361
## 243                                   Pr4 59.94882 6651100  17.53322 1598550
## 244                                   Pr4 59.96201 6650600  17.57492 1598850
## 245                                   Pr4 59.96201 6650750  17.57492 1598800
## 246                                   Pr4 59.62524 6647093  17.85157 1599603
## 247                            Pr4 - Pr5? 59.62524 6647050  17.85157 1599700
## 248                                  Pr4? 59.94475 6647500  17.54083 1595800
## 249                                   Pr4 59.86832 6649850  17.57228 1595923
## 250                                   Pr4 59.95915 6650154  17.52921 1596336
## 251                                   Pr4 59.85856 6649140  17.63893 1600795
## 252                                   Pr4 59.86096 6648050  17.71640 1597440
## 253                                   Pr5 59.86096 6648050  17.71640 1597440
## 254                                   Pr4 59.92692 6646400  17.53105 1596400
## 255                                  Pr4? 59.92692 6646665  17.53105 1596250
## 256                                   Pr4 59.92692 6646675  17.53105 1596230
## 257                                   Pr4 59.92692 6646650  17.53105 1596339
## 258                                     ? 59.92692 6646600  17.53105 1596450
## 259                                   Pr4 59.93396 6647600  17.59822 1600100
## 260                                  Pr4? 59.93396 6647600  17.59822 1600125
## 261                                   Pr4 59.95000 6648261  17.46667 1593675
## 262                                  Pr4? 59.95250 6649300  17.50131 1594700
## 263                                   Pr4 59.93890 6647730  17.49339 1594475
## 264                                   Pr4 59.93890 6647746  17.49339 1594467
## 265                                   Pr4 59.99852 6654509  17.51457 1595399
## 266                            Pr4 - Pr5? 59.99852 6654516  17.51457 1595413
## 267                                   Pr4 59.98736 6656020  16.47794 1590471
## 268                                   Pr4 59.98267 6652922  17.51758 1596195
## 269                                     ? 59.75168 6653500  17.53491 1596850
## 270                                  Pr4? 60.02640 6657340  17.53012 1596570
## 271                                     ? 60.08194 6656500  17.70196 1589500
## 272                            Pr3 - Pr4? 59.99047 6653400  17.50626 1596000
## 273                                   Pr4 59.99409 6654100  17.50148 1594725
## 274                                   Pr4 60.03623 6658631  17.52113 1596044
## 275                                   Pr4 60.00725 6655976  17.52954 1596327
## 276                                   Pr4 60.00725 6655500  17.52954 1596152
## 277                             Pr4 - Pr5 60.00725 6655500  17.52954 1596152
## 278                                     ? 60.00725 6655246  17.52954 1595891
## 279                                   Pr4 60.01021 6656538  17.96658 1620559
## 280                                  Pr4? 59.85856 6657834  17.63893 1625972
## 281                                     ? 59.85856 6657796  17.63893 1626006
## 282                                  <NA> 59.73485 6658977  18.01993 1626281
## 283                                  <NA> 59.85832 6639075  17.63619 1602600
## 284                                  <NA> 59.94603 6648685  17.52963 1596376
## 285                                     ? 59.85856 6639266  17.63893 1602711
## 286                                  <NA> 59.85856 6639266  17.63893 1602711
## 287                                  Pr4? 59.93865 6639219  16.86228 1602602
## 288                                   Pr4 59.85815 6639052  17.63363 1602466
## 289                                     ? 59.85815 6639052  17.63363 1602466
## 290 Pr5? [Källström i SRI 10 Dig. suppl.] 59.85895 6639125  17.63928 1602675
## 291                                     ? 59.93865 6639246  16.86228 1602599
## 292                                  <NA> 60.00095 6654977  17.54131 1596698
## 293                                  <NA> 58.39164 6628167  13.58024 1591098
## 294                                  Pr2? 59.85815 6639027  17.63363 1602516
## 295                                   Pr4 59.85815 6639041  17.63363 1602527
## 296                                     ? 59.93865 6639225  16.86228 1602610
## 297                                  Pr4? 59.76178 6628357  17.93379 1619501
## 298                                  Pr4? 59.84985 6638000  17.64027 1602800
## 299                                     ? 59.85659 6639155  17.82648 1613163
## 300                                  <NA> 59.85856 6638875  17.63893 1602925
## 301                      Pr5(?) [Fv 2012] 59.89950 6643643  17.63191 1602252
## 302                                  <NA> 59.87601 6641117  17.68635 1605339
## 303                                  <NA> 59.85856 6639100  17.63893 1602500
## 304        Pr3 - Pr4? [Gräslund muntligt] 59.91338 6645027  17.57525 1599083
## 305                                  <NA> 59.99897 6635318  17.86228 1584765
runedata <- read_xlsx("1Gotlandclean.xlsx")
as.data.frame(runedata) 
##                 Signum Crosses                   Plats           Socken
## 1                G 1 M       0            Sundre kyrka        Sundre sn
## 2                G 2 M       0            Sundre kyrka        Sundre sn
## 3                G 3 M       0            Sundre kyrka        Sundre sn
## 4               G 4 †M       0         Vamlingbo kyrka     Vamlingbo sn
## 5              G 5 †$M       0         Vamlingbo kyrka     Vamlingbo sn
## 6               G 6 †M       0         Vamlingbo kyrka     Vamlingbo sn
## 7               G 7 †M       0         Vamlingbo kyrka     Vamlingbo sn
## 8                G 8 M       0                Sigraifs     Vamlingbo sn
## 9               G 9 †M       0                  Storms     Vamlingbo sn
## 10             G 11 †M       0             Hamra kyrka         Hamra sn
## 11              G 12 M       0             Hamra kyrka         Hamra sn
## 12              G 13 M       0             Hamra kyrka         Hamra sn
## 13              G 14 M       0             Hamra kyrka         Hamra sn
## 14             G 15 †M       0             Hamra kyrka         Hamra sn
## 15            G 16 †$M       0             Hamra kyrka         Hamra sn
## 16              G 17 M       0             Hamra kyrka         Hamra sn
## 17              G 18 M       0             Hamra kyrka         Hamra sn
## 18              G 19 M       0             Hamra kyrka         Hamra sn
## 19              G 21 M       0               Öja kyrka           Öja sn
## 20            G 22 †$M       0               Öja kyrka           Öja sn
## 21             G 23 †M       0               Öja kyrka           Öja sn
## 22              G 24 M       0               Öja kyrka           Öja sn
## 23              G 25 M       0               Öja kyrka           Öja sn
## 24              G 26 M       0               Öja kyrka           Öja sn
## 25             G 27 $M       0               Öja kyrka           Öja sn
## 26             G 28 $M       0              Fide kyrka          Fide sn
## 27             G 29 †M       0              Fide kyrka          Fide sn
## 28             G 30 †M       0              Fide kyrka          Fide sn
## 29             G 32 $M       0                 Anderse          Fide sn
## 30             G 33 $M       0               Näs kyrka           Näs sn
## 31             G 34 $M       0               Näs kyrka           Näs sn
## 32              G 35 M       0        Grötlingbo kyrka    Grötlingbo sn
## 33             G 36 $M       0        Grötlingbo kyrka    Grötlingbo sn
## 34             G 36B M       0        Grötlingbo kyrka    Grötlingbo sn
## 35                G 37       0        Grötlingbo kyrka    Grötlingbo sn
## 36             G 39 †M       0                 Koparve    Grötlingbo sn
## 37              G 40 $       0                    Roes    Grötlingbo sn
## 38                G 41       0                   Viges    Grötlingbo sn
## 39              G 42 M       0          Havdhems kyrka      Havdhems sn
## 40              G 43 M       0          Havdhems kyrka      Havdhems sn
## 41             G 44 †M       0          Havdhems kyrka      Havdhems sn
## 42              G 46 M       0               Eke kyrka           Eke sn
## 43              G 47 M       0               Eke kyrka           Eke sn
## 44             G 50 $M       0               Eke kyrka           Eke sn
## 45              G 51 M       0             Lilla Kruse          Alva sn
## 46                G 52       0              Rone kyrka          Rone sn
## 47                G 53       0              Rone kyrka          Rone sn
## 48             G 55 $M       0             Hemse kyrka         Hemse sn
## 49                G 57       0       Hemse Annexhemman         Hemse sn
## 50              G 59 $       0         Hablingbo kyrka     Hablingbo sn
## 51              G 60 M       0         Hablingbo kyrka     Hablingbo sn
## 52              G 61 M       0         Hablingbo kyrka     Hablingbo sn
## 53             G 62 †M       0             Prästgården     Hablingbo sn
## 54              G 63 M       0             Silte kyrka         Silte sn
## 55              G 65 M       0            Sproge kyrka        Sproge sn
## 56             G 66 $M       0            Sproge kyrka        Sproge sn
## 57             G 67 $M       0            Sproge kyrka        Sproge sn
## 58              G 68 M       0            Sproge kyrka        Sproge sn
## 59              G 69 M       0            Sproge kyrka        Sproge sn
## 60              G 70 M       0                  Urgude        Sproge sn
## 61            G 71 †$M       0             Eksta kyrka         Eksta sn
## 62              G 72 †       0             Eksta kyrka         Eksta sn
## 63             G 73 †M       0             Eksta kyrka         Eksta sn
## 64              G 74 M       0             Eksta kyrka         Eksta sn
## 65              G 75 M       0            Levide kyrka        Levide sn
## 66             G 76 †M       0            Levide kyrka        Levide sn
## 67                G 77       0            Levide kyrka        Levide sn
## 68              G 80 $       0             Linde kyrka         Linde sn
## 69              G 82 M       0            Lojsta kyrka        Lojsta sn
## 70                G 86       0            Stånga kyrka        Stånga sn
## 71                G 87       0            Stånga kyrka        Stånga sn
## 72              G 88 U       0                  Kylver        Stånga sn
## 73              G 90 M       0                  Sigdes          Burs sn
## 74              G 92 $       0                 Bosarve          Närs sn
## 75              G 93 $       0                 Hallute          Närs sn
## 76              G 94 $       0             Mickelgårds          Närs sn
## 77              G 95 M       0                Siglaifs          Närs sn
## 78                G 96       0                   Smiss          Närs sn
## 79             G 97 $M       0          Etelhems kyrka      Etelhems sn
## 80              G 99 M       0               Lye kyrka           Lye sn
## 81            G 100 $M       0               Lye kyrka           Lye sn
## 82            G 101 $M       0               Lye kyrka           Lye sn
## 83             G 102 M       0               Lye kyrka           Lye sn
## 84            G 103 $M       0               Lye kyrka           Lye sn
## 85            G 104C M       0               Lye kyrka           Lye sn
## 86             G 106 M       0             Garda kyrka Garda sn (Garde)
## 87               G 109       0                 Ollaifs       Alskogs sn
## 88             G 110 $       0               Tjängvide       Alskogs sn
## 89             G 111 $       0             Ardre kyrka         Ardre sn
## 90             G 111 $       0             Ardre kyrka         Ardre sn
## 91             G 112 $       0             Ardre kyrka         Ardre sn
## 92               G 113       0             Ardre kyrka         Ardre sn
## 93               G 114       0             Ardre kyrka         Ardre sn
## 94            G 115 $M       0       Gammelgarns kyrka   Gammelgarns sn
## 95             G 116 $       0                   Smiss    Kräklingbo sn
## 96               G 117       0                   Smiss    Kräklingbo sn
## 97             G 118 M       0              Anga kyrka          Anga sn
## 98             G 122 M       0            Buttle kyrka        Buttle sn
## 99            G 123 $M       0             Vänge kyrka         Vänge sn
## 100            G 125 M       0             Vänge kyrka         Vänge sn
## 101            G 132 M       0                Bondarve      Guldrupe sn
## 102           G 133 $M       0            Viklau kyrka        Viklau sn
## 103              G 134       0          Sjonhems kyrka      Sjonhems sn
## 104              G 135       0          Sjonhems kyrka      Sjonhems sn
## 105           G 136 †$       0          Sjonhems kyrka      Sjonhems sn
## 106            G 137 M       0          Sjonhems kyrka      Sjonhems sn
## 107              G 138       0             Halla kyrka         Halla sn
## 108              G 141       0                 Unsarve         Halla sn
## 109            G 151 M       0         Norrlanda kyrka     Norrlanda sn
## 110            G 153 M       0         Norrlanda kyrka     Norrlanda sn
## 111           G 154 †M       0            Hörsne kyrka        Hörsne sn
## 112            G 156 M       0           Gothems kyrka       Gothems sn
## 113              G 157       0           Gothems kyrka       Gothems sn
## 114           G 158 $M       0           Gothems kyrka       Gothems sn
## 115           G 161 $M       0           Fröjels kyrka       Fröjels sn
## 116            G 163 M       0                   Mulde       Fröjels sn
## 117            G 164 M       0            Klinte kyrka        Klinte sn
## 118            G 165 M       0            Klinte kyrka        Klinte sn
## 119            G 166 M       0            Klinte kyrka        Klinte sn
## 120            G 167 M       0            Klinte kyrka        Klinte sn
## 121          G 168 †$M       0            Klinte kyrka        Klinte sn
## 122            G 169 M       0            Klinte kyrka        Klinte sn
## 123            G 170 M       0             Hejde kyrka         Hejde sn
## 124           G 171 †M       0             Hejde kyrka         Hejde sn
## 125            G 173 M       0              Väte kyrka          Väte sn
## 126            G 174 M       0              Väte kyrka          Väte sn
## 127            G 175 M       0              Väte kyrka          Väte sn
## 128            G 176 M       0              Väte kyrka          Väte sn
## 129            G 180 †       0              Västerväte          Väte sn
## 130              G 181       0             Sanda kyrka         Sanda sn
## 131            G 182 M       0             Sanda kyrka         Sanda sn
## 132            G 183 M       0             Sanda kyrka         Sanda sn
## 133            G 185 M       0                 Lekarve         Sanda sn
## 134            G 186 †       0                Stenhuse         Sanda sn
## 135              G 187       0                Stenhuse         Sanda sn
## 136            G 188 $       0          Mästerby kyrka      Mästerby sn
## 137            G 189 $       0          Mästerby kyrka      Mästerby sn
## 138            G 192 M       0       Västergarns kyrka   Västergarns sn
## 139            G 193 †       0        Gamla folkskolan   Västergarns sn
## 140            G 195 M       0             Tofta kyrka         Tofta sn
## 141            G 196 M       0             Tofta kyrka         Tofta sn
## 142            G 197 M       0             Tofta kyrka         Tofta sn
## 143            G 198 M       0             Tofta kyrka         Tofta sn
## 144           G 199 $M       0             Tofta kyrka         Tofta sn
## 145              G 200       0          Atlingbo kyrka      Atlingbo sn
## 146            G 201 M       0          Atlingbo kyrka      Atlingbo sn
## 147            G 203 $       0           Hogräns kyrka       Hogräns sn
## 148              G 207       0         Stenkumla kyrka     Stenkumla sn
## 149              G 208       0         Stenkumla kyrka     Stenkumla sn
## 150            G 210 M       0       Västerhejde kyrka   Västerhejde sn
## 151            G 211 M       0       Västerhejde kyrka   Västerhejde sn
## 152            G 212 M       0            Björke kyrka        Björke sn
## 153            G 213 M       0            Björke kyrka        Björke sn
## 154           G 214 †M       0            Björke kyrka        Björke sn
## 155            G 215 M       0              Roma kyrka          Roma sn
## 156            G 216 $       0                  Timans          Roma sn
## 157              G 218       0         Follingbo kyrka     Follingbo sn
## 158            G 219 †       0         Follingbo kyrka     Follingbo sn
## 159            G 220 $       0               Hallfrede     Follingbo sn
## 160            G 226 M       0             Ekeby kyrka         Ekeby sn
## 161              G 227       0                 Ekängen         Ekeby sn
## 162              G 228       0                       ?     Ekeby sn (?)
## 163            G 229 M       0         Barlingbo kyrka     Barlingbo sn
## 164            G 231 M       0         Vallstena kyrka     Vallstena sn
## 165            G 232 M       0         Vallstena kyrka     Vallstena sn
## 166           G 233 †M       0         Vallstena kyrka     Vallstena sn
## 167            G 234 M       0         Vallstena kyrka     Vallstena sn
## 168              G 237       0              Norrgården     Vallstena sn
## 169            G 241 M       0           Hejnums kyrka       Hejnums sn
## 170            G 242 M       0           Hejnums kyrka       Hejnums sn
## 171           G 243 †M       0           Hejnums kyrka       Hejnums sn
## 172           G 244 †M       0           Hejnums kyrka       Hejnums sn
## 173           G 245 †M       0           Hejnums kyrka       Hejnums sn
## 174           G 246 †M       0           Hejnums kyrka       Hejnums sn
## 175           G 247 $M       0           Hejnums kyrka       Hejnums sn
## 176              G 248       0                 Riddare       Hejnums sn
## 177            G 249 M       0              Fole kyrka          Fole sn
## 178            G 250 M       0              Fole kyrka          Fole sn
## 179            G 252 $       0           Lokrume kyrka       Lokrume sn
## 180            G 255 M       0               Bro kyrka           Bro sn
## 181           G 257 †M       0           Bro Stainkalm           Bro sn
## 182            G 260 M       0             Prästgården      Väskinde sn
## 183           G 263 M?       0                Väskinds      Väskinde sn
## 184            G 264 U       0           Martebo kyrka       Martebo sn
## 185           G 265 †M       0           Martebo kyrka       Martebo sn
## 186            G 266 $       0         Stenkyrka kyrka     Stenkyrka sn
## 187              G 268       0               Lillbjärs     Stenkyrka sn
## 188              G 270       0         Tingstäde kyrka     Tingstäde sn
## 189            G 271 M       0         Tingstäde kyrka     Tingstäde sn
## 190            G 272 †       0         Tingstäde kyrka     Tingstäde sn
## 191            G 274 M       0                   Lunds     Tingstäde sn
## 192              G 276       0              Boge kyrka          Boge sn
## 193           G 277 †M       0              Boge kyrka          Boge sn
## 194              G 279       0                  Mojner          Boge sn
## 195              G 280       0                Pilgårds          Boge sn
## 196              G 281       0                 Västers          Boge sn
## 197            G 282 M       0            Othems kyrka        Othems sn
## 198            G 283 M       0            Othems kyrka        Othems sn
## 199            G 284 M       0            Othems kyrka        Othems sn
## 200           G 285 †M       0            Othems kyrka        Othems sn
## 201           G 286 †M       0            Othems kyrka        Othems sn
## 202           G 286B †       0                Othemars        Othems sn
## 203            G 288 M       0            Hellvi kyrka        Hellvi sn
## 204            G 289 M       0            Hellvi kyrka        Hellvi sn
## 205            G 290 M       0            Hellvi kyrka        Hellvi sn
## 206            G 291 M       0            Hellvi kyrka        Hellvi sn
## 207            G 292 M       0            Lärbro kyrka        Lärbro sn
## 208            G 293 M       0            Lärbro kyrka        Lärbro sn
## 209            G 294 M       0            Lärbro kyrka        Lärbro sn
## 210            G 295 M       0            Lärbro kyrka        Lärbro sn
## 211           G 296 †M       0            Lärbro kyrka        Lärbro sn
## 212           G 297 †M       0            Lärbro kyrka        Lärbro sn
## 213           G 298 †M       0            Lärbro kyrka        Lärbro sn
## 214           G 299 †M       0            Lärbro kyrka        Lärbro sn
## 215            G 300 $       0            Lärbro kyrka        Lärbro sn
## 216           G 301 †M       0            Lärbro kyrka        Lärbro sn
## 217           G 302 †M       0            Lärbro kyrka        Lärbro sn
## 218           G 303 †M       0             Prästgården        Lärbro sn
## 219              G 305       0          Hangvars kyrka      Hangvars sn
## 220            G 306 M       0          Hangvars kyrka      Hangvars sn
## 221            G 307 M       0          Hangvars kyrka      Hangvars sn
## 222            G 308 M       0          Hangvars kyrka      Hangvars sn
## 223              G 309       0          Hangvars kyrka      Hangvars sn
## 224              G 310       0          Hangvars kyrka      Hangvars sn
## 225              G 311       0               Kullshage      Hangvars sn
## 226            G 312 M       0             Halls kyrka         Halls sn
## 227            G 313 M       0             Halls kyrka         Halls sn
## 228            G 314 M       0             Halls kyrka         Halls sn
## 229           G 315 †M       0             Halls kyrka         Halls sn
## 230           G 316 †M       0             Halls kyrka         Halls sn
## 231            G 317 M       0          Fleringe kyrka      Fleringe sn
## 232           G 318 †M       0          Fleringe kyrka      Fleringe sn
## 233            G 319 M       0              Rute kyrka          Rute sn
## 234            G 320 M       0              Rute kyrka          Rute sn
## 235            G 321 M       0              Rute kyrka          Rute sn
## 236            G 322 M       0              Rute kyrka          Rute sn
## 237            G 323 M       0              Rute kyrka          Rute sn
## 238              G 325       0                   Valla          Rute sn
## 239            G 327 M       0             Bunge kyrka         Bunge sn
## 240            G 328 M       0             Bunge kyrka         Bunge sn
## 241            G 334 M       0              Fårö kyrka          Fårö sn
## 242           G 335 †M       0              Fårö kyrka          Fårö sn
## 243           G 336 †M       0              Fårö kyrka          Fårö sn
## 244           G 336B M       0             Prästgården          Fårö sn
## 245            G 337 M       0             Langhammars          Fårö sn
## 246            G 338 M       0           Stora Hoburga          Fårö sn
## 247          G 339 †M?       0                 Broskog          Fårö sn
## 248            G 340 M       0   S:t Clemens kyrkoruin            Visby
## 249           G 341 $M       0   S:t Clemens kyrkoruin            Visby
## 250              G 342       0      S:t Hans kyrkoruin            Visby
## 251              G 343       0      S:t Hans kyrkoruin            Visby
## 252              G 343       0      S:t Hans kyrkoruin            Visby
## 253            G 344 M       0      S:t Pers kyrkoruin            Visby
## 254           G 349 †M       0        S:ta Maria kyrka            Visby
## 255            G 351 M       0 nära S:t Hans kyrkoruin            Visby
## 256            G 364 M       0          Havdhems kyrka      Havdhems sn
## 257            G 367 M       0               Eke kyrka           Eke sn
## 258              G 368       0            Gudings gård          Alva sn
## 259            G 370 $       0         Hablingbo kyrka     Hablingbo sn
## 260              G 373       0            Sproge kyrka        Sproge sn
## 261              G 373       0            Sproge kyrka        Sproge sn
## 262            G 375 M       0            Levide kyrka        Levide sn
## 263            G 378 M       0              Burs kyrka          Burs sn
## 264      G 379 SENTIDA       0              Närs kyrka          Närs sn
## 265            G 381 M       0              Närs kyrka          Närs sn
## 266            G 383 M       0               Lau kyrka           Lau sn
## 267 G ATA351-3693-2013       0         Stenkyrka kyrka     Stenkyrka sn
##               Härad  Kommun Classif
## 1      Hoburgs ting Gotland      NA
## 2      Hoburgs ting Gotland      NA
## 3      Hoburgs ting Gotland      NA
## 4      Hoburgs ting Gotland      NA
## 5      Hoburgs ting Gotland      NA
## 6      Hoburgs ting Gotland      NA
## 7      Hoburgs ting Gotland      NA
## 8      Hoburgs ting Gotland      NA
## 9      Hoburgs ting Gotland      NA
## 10     Hoburgs ting Gotland      NA
## 11     Hoburgs ting Gotland      NA
## 12     Hoburgs ting Gotland      NA
## 13     Hoburgs ting Gotland      NA
## 14     Hoburgs ting Gotland      NA
## 15     Hoburgs ting Gotland      NA
## 16     Hoburgs ting Gotland      NA
## 17     Hoburgs ting Gotland      NA
## 18     Hoburgs ting Gotland      NA
## 19     Hoburgs ting Gotland      NA
## 20     Hoburgs ting Gotland      NA
## 21     Hoburgs ting Gotland      NA
## 22     Hoburgs ting Gotland      NA
## 23     Hoburgs ting Gotland      NA
## 24     Hoburgs ting Gotland      NA
## 25     Hoburgs ting Gotland      NA
## 26   Grötlinge ting Gotland      NA
## 27   Grötlinge ting Gotland      NA
## 28   Grötlinge ting Gotland      NA
## 29   Grötlinge ting Gotland      NA
## 30   Grötlinge ting Gotland      NA
## 31   Grötlinge ting Gotland      NA
## 32   Grötlinge ting Gotland      NA
## 33   Grötlinge ting Gotland      NA
## 34   Grötlinge ting Gotland      NA
## 35   Grötlinge ting Gotland     Pr3
## 36   Grötlinge ting Gotland      NA
## 37   Grötlinge ting Gotland      NA
## 38   Grötlinge ting Gotland      NA
## 39   Grötlinge ting Gotland      NA
## 40   Grötlinge ting Gotland      NA
## 41   Grötlinge ting Gotland      NA
## 42       Hemse ting Gotland      NA
## 43       Hemse ting Gotland      NA
## 44       Hemse ting Gotland      NA
## 45       Hemse ting Gotland      NA
## 46       Hemse ting Gotland      NA
## 47       Hemse ting Gotland      NA
## 48       Hemse ting Gotland      NA
## 49       Hemse ting Gotland      NA
## 50    Hablinge ting Gotland     Pr3
## 51    Hablinge ting Gotland      NA
## 52    Hablinge ting Gotland      NA
## 53    Hablinge ting Gotland      NA
## 54    Hablinge ting Gotland      NA
## 55    Hablinge ting Gotland      NA
## 56    Hablinge ting Gotland      NA
## 57    Hablinge ting Gotland      NA
## 58    Hablinge ting Gotland      NA
## 59    Hablinge ting Gotland      NA
## 60    Hablinge ting Gotland      NA
## 61    Hablinge ting Gotland      NA
## 62    Hablinge ting Gotland      NA
## 63    Hablinge ting Gotland      NA
## 64    Hablinge ting Gotland      NA
## 65    Fardhems ting Gotland      NA
## 66    Fardhems ting Gotland      NA
## 67    Fardhems ting Gotland      NA
## 68    Fardhems ting Gotland     Pr3
## 69    Fardhems ting Gotland      NA
## 70        Burs ting Gotland     Pr4
## 71        Burs ting Gotland      NA
## 72        Burs ting Gotland      NA
## 73        Burs ting Gotland      NA
## 74        Burs ting Gotland      NA
## 75        Burs ting Gotland      NA
## 76        Burs ting Gotland      NA
## 77        Burs ting Gotland      NA
## 78        Burs ting Gotland      NA
## 79       Garda ting Gotland      NA
## 80       Garda ting Gotland      NA
## 81       Garda ting Gotland      NA
## 82       Garda ting Gotland      NA
## 83       Garda ting Gotland      NA
## 84       Garda ting Gotland      NA
## 85       Garda ting Gotland      NA
## 86       Garda ting Gotland      NA
## 87       Garda ting Gotland      NA
## 88       Garda ting Gotland      NA
## 89   Kräklinge ting Gotland     Pr2
## 90   Kräklinge ting Gotland     Pr3
## 91   Kräklinge ting Gotland      NA
## 92   Kräklinge ting Gotland     Pr3
## 93   Kräklinge ting Gotland     Pr4
## 94   Kräklinge ting Gotland      NA
## 95   Kräklinge ting Gotland      NA
## 96   Kräklinge ting Gotland      NA
## 97   Kräklinge ting Gotland      NA
## 98       Halla ting Gotland      NA
## 99       Halla ting Gotland      NA
## 100      Halla ting Gotland      NA
## 101      Halla ting Gotland      NA
## 102      Halla ting Gotland      NA
## 103      Halla ting Gotland     Pr4
## 104      Halla ting Gotland     Pr4
## 105      Halla ting Gotland      NA
## 106      Halla ting Gotland      NA
## 107      Halla ting Gotland      NA
## 108      Halla ting Gotland     Pr4
## 109       Lina ting Gotland      NA
## 110       Lina ting Gotland      NA
## 111       Lina ting Gotland      NA
## 112       Lina ting Gotland      NA
## 113       Lina ting Gotland      NA
## 114       Lina ting Gotland      NA
## 115      Hejde ting Gotland      NA
## 116      Hejde ting Gotland      NA
## 117      Hejde ting Gotland      NA
## 118      Hejde ting Gotland      NA
## 119      Hejde ting Gotland      NA
## 120      Hejde ting Gotland      NA
## 121      Hejde ting Gotland      NA
## 122      Hejde ting Gotland      NA
## 123      Hejde ting Gotland      NA
## 124      Hejde ting Gotland      NA
## 125      Hejde ting Gotland      NA
## 126      Hejde ting Gotland      NA
## 127      Hejde ting Gotland      NA
## 128      Hejde ting Gotland      NA
## 129      Hejde ting Gotland      NA
## 130      Banda ting Gotland     Pr2
## 131      Banda ting Gotland      NA
## 132      Banda ting Gotland      NA
## 133      Banda ting Gotland      NA
## 134      Banda ting Gotland      NA
## 135      Banda ting Gotland      NA
## 136      Banda ting Gotland     Pr5
## 137      Banda ting Gotland      NA
## 138      Banda ting Gotland      NA
## 139      Banda ting Gotland      NA
## 140      Banda ting Gotland      NA
## 141      Banda ting Gotland      NA
## 142      Banda ting Gotland      NA
## 143      Banda ting Gotland      NA
## 144      Banda ting Gotland      NA
## 145  Stenkumla ting Gotland     Pr4
## 146  Stenkumla ting Gotland      NA
## 147  Stenkumla ting Gotland     Pr4
## 148  Stenkumla ting Gotland      NA
## 149  Stenkumla ting Gotland     Pr3
## 150  Stenkumla ting Gotland      NA
## 151  Stenkumla ting Gotland      NA
## 152       Dede ting Gotland      NA
## 153       Dede ting Gotland      NA
## 154       Dede ting Gotland      NA
## 155       Dede ting Gotland      NA
## 156       Dede ting Gotland      NA
## 157       Dede ting Gotland      NA
## 158       Dede ting Gotland      NA
## 159       Dede ting Gotland     Pr4
## 160      Endre ting Gotland      NA
## 161      Endre ting Gotland      NA
## 162      Endre ting Gotland      NA
## 163      Endre ting Gotland      NA
## 164       Bäls ting Gotland      NA
## 165       Bäls ting Gotland      NA
## 166       Bäls ting Gotland      NA
## 167       Bäls ting Gotland      NA
## 168       Bäls ting Gotland      NA
## 169       Bäls ting Gotland      NA
## 170       Bäls ting Gotland      NA
## 171       Bäls ting Gotland      NA
## 172       Bäls ting Gotland      NA
## 173       Bäls ting Gotland      NA
## 174       Bäls ting Gotland      NA
## 175       Bäls ting Gotland      NA
## 176       Bäls ting Gotland      NA
## 177        Bro ting Gotland      NA
## 178        Bro ting Gotland      NA
## 179        Bro ting Gotland      NA
## 180        Bro ting Gotland      NA
## 181        Bro ting Gotland      NA
## 182        Bro ting Gotland      NA
## 183        Bro ting Gotland      NA
## 184 Lummelunda ting Gotland      NA
## 185 Lummelunda ting Gotland      NA
## 186 Lummelunda ting Gotland      NA
## 187 Lummelunda ting Gotland      NA
## 188 Lummelunda ting Gotland      NA
## 189 Lummelunda ting Gotland      NA
## 190 Lummelunda ting Gotland      NA
## 191 Lummelunda ting Gotland      NA
## 192      Forsa ting Gotland      NA
## 193      Forsa ting Gotland      NA
## 194      Forsa ting Gotland      NA
## 195      Forsa ting Gotland      NA
## 196      Forsa ting Gotland      NA
## 197      Forsa ting Gotland      NA
## 198      Forsa ting Gotland      NA
## 199      Forsa ting Gotland      NA
## 200      Forsa ting Gotland      NA
## 201      Forsa ting Gotland      NA
## 202      Forsa ting Gotland      NA
## 203      Forsa ting Gotland      NA
## 204      Forsa ting Gotland      NA
## 205      Forsa ting Gotland      NA
## 206      Forsa ting Gotland      NA
## 207      Forsa ting Gotland      NA
## 208      Forsa ting Gotland      NA
## 209      Forsa ting Gotland      NA
## 210      Forsa ting Gotland      NA
## 211      Forsa ting Gotland      NA
## 212      Forsa ting Gotland      NA
## 213      Forsa ting Gotland      NA
## 214      Forsa ting Gotland      NA
## 215      Forsa ting Gotland      NA
## 216      Forsa ting Gotland      NA
## 217      Forsa ting Gotland      NA
## 218      Forsa ting Gotland      NA
## 219      Forsa ting Gotland      NA
## 220      Forsa ting Gotland      NA
## 221      Forsa ting Gotland      NA
## 222      Forsa ting Gotland      NA
## 223      Forsa ting Gotland      NA
## 224      Forsa ting Gotland      NA
## 225      Forsa ting Gotland      NA
## 226      Forsa ting Gotland      NA
## 227      Forsa ting Gotland      NA
## 228      Forsa ting Gotland      NA
## 229      Forsa ting Gotland      NA
## 230      Forsa ting Gotland      NA
## 231       Rute ting Gotland      NA
## 232       Rute ting Gotland      NA
## 233       Rute ting Gotland      NA
## 234       Rute ting Gotland      NA
## 235       Rute ting Gotland      NA
## 236       Rute ting Gotland      NA
## 237       Rute ting Gotland      NA
## 238       Rute ting Gotland      NA
## 239       Rute ting Gotland      NA
## 240       Rute ting Gotland      NA
## 241       Rute ting Gotland      NA
## 242       Rute ting Gotland      NA
## 243       Rute ting Gotland      NA
## 244       Rute ting Gotland      NA
## 245       Rute ting Gotland      NA
## 246       Rute ting Gotland      NA
## 247       Rute ting Gotland      NA
## 248            <NA> Gotland      NA
## 249            <NA> Gotland      NA
## 250            <NA> Gotland     Pr4
## 251            <NA> Gotland     Pr3
## 252            <NA> Gotland     Pr4
## 253            <NA> Gotland      NA
## 254            <NA> Gotland      NA
## 255            <NA> Gotland      NA
## 256  Grötlinge ting Gotland      NA
## 257      Hemse ting Gotland      NA
## 258      Hemse ting Gotland      NA
## 259   Hablinge ting Gotland     Pr3
## 260   Hablinge ting Gotland     Pr1
## 261   Hablinge ting Gotland     Pr2
## 262   Fardhems ting Gotland      NA
## 263       Burs ting Gotland      NA
## 264       Burs ting Gotland      NA
## 265       Burs ting Gotland      NA
## 266       Burs ting Gotland      NA
## 267 Lummelunda ting Gotland      NA
##                                                           Ristare Materialtyp
## 1                                                            <NA>        sten
## 2                                                            <NA>        sten
## 3                                                            <NA>        sten
## 4                                                            <NA>        sten
## 5                                                            <NA>        sten
## 6                                                            <NA>        sten
## 7                                                            <NA>        sten
## 8                                                            <NA>        sten
## 9                                                            <NA>        sten
## 10                                                           <NA>        sten
## 11                                                           <NA>        sten
## 12                                                           <NA>        sten
## 13                                                           <NA>        sten
## 14                                                           <NA>        sten
## 15                                                           <NA>        sten
## 16                                                           <NA>        sten
## 17                                                           <NA>        sten
## 18                                                           <NA>        sten
## 19                                                Ole <luþar> (S)        sten
## 20                                                           <NA>        sten
## 21                                                           <NA>        sten
## 22                                                           <NA>        sten
## 23                                                           <NA>        sten
## 24                                                           <NA>        sten
## 25                                                           <NA>        sten
## 26                                                           <NA>        sten
## 27                                                           <NA>        sten
## 28                                                           <NA>        sten
## 29                                                           <NA>        sten
## 30                                                           <NA>        sten
## 31                                                           <NA>        sten
## 32                                                           <NA>        sten
## 33                                                            Ole        sten
## 34                                                           <NA>        sten
## 35                                                           <NA>        sten
## 36                                                           <NA>        sten
## 37                                                           <NA>        sten
## 38                                                           <NA>        sten
## 39                                                           <NA>        sten
## 40                                                           <NA>        sten
## 41                                                           <NA>        sten
## 42                                                    Sigraiv (A)        sten
## 43                                                           <NA>        sten
## 44                                                           <NA>        sten
## 45                                                           <NA>        sten
## 46                                                           <NA>        sten
## 47                                                           <NA>        sten
## 48                                             Peter i Oxarve (S)        sten
## 49                                                           <NA>        sten
## 50                                                           <NA>        sten
## 51                                                           <NA>        sten
## 52                                                           <NA>        sten
## 53                                                           <NA>        sten
## 54                                                           <NA>        sten
## 55                                            Audvald göte(?) (S)        sten
## 56                                                           <NA>        sten
## 57                                                           <NA>        sten
## 58                                                           <NA>        sten
## 59  Sigraiv (S), har gjort dopfunten i Åkirkeby, Bornholm, DR 373        sten
## 60                                                           <NA>        sten
## 61                                                           <NA>        sten
## 62                                                           <NA>        sten
## 63                                                           <NA>        sten
## 64                                                           <NA>        sten
## 65                                                       Ofeg (S)        sten
## 66                                                           <NA>        sten
## 67                                                           <NA>        sten
## 68                                                           <NA>        sten
## 69                                                           <NA>        sten
## 70                                                           <NA>        sten
## 71                                                           <NA>        sten
## 72                                                           <NA>        sten
## 73                                                           <NA>        sten
## 74                                                           <NA>        sten
## 75                                                           <NA>        sten
## 76                                                           <NA>        sten
## 77                                                           <NA>        sten
## 78                                                           <NA>        sten
## 79                                                        Hägvald        sten
## 80                                                           <NA>        sten
## 81                                                           <NA>        sten
## 82                                                           <NA>        sten
## 83                                                           <NA>        sten
## 84                                                           <NA>        sten
## 85                                                           <NA>        sten
## 86                                                           <NA>        sten
## 87                                                           <NA>        sten
## 88                                                           <NA>        sten
## 89                                                           <NA>        sten
## 90                                                           <NA>        sten
## 91                                                           <NA>        sten
## 92                                                    Likraiv (S)        sten
## 93                                                           <NA>        sten
## 94                                            Magister <gefs> (S)        sten
## 95                                                           <NA>        sten
## 96                                                           <NA>        sten
## 97                                                           <NA>        sten
## 98                                                           <NA>        sten
## 99                                                   Gairvald (S)        sten
## 100                                                          <NA>        sten
## 101                                                          <NA>        sten
## 102                                                          <NA>        sten
## 103                                                  Botbjärn (P)        sten
## 104                                                  Botbjärn (P)        sten
## 105                                                  Botbjärn (S)        sten
## 106                                                          <NA>        sten
## 107                                                          <NA>        sten
## 108                                                          <NA>        sten
## 109                                                          <NA>        sten
## 110                                                          <NA>        sten
## 111                                                          <NA>        sten
## 112                                                          <NA>        sten
## 113                                                          <NA>        sten
## 114                                                          <NA>        sten
## 115                                                          <NA>        sten
## 116                                                          <NA>        sten
## 117                                                          <NA>        sten
## 118                                                          <NA>        sten
## 119                                                          <NA>        sten
## 120                                                          <NA>        sten
## 121                                                          <NA>        sten
## 122                                                          <NA>        sten
## 123                                                          <NA>        sten
## 124                                                          <NA>        sten
## 125                                                          <NA>        sten
## 126                                                          <NA>        sten
## 127                                                          <NA>        sten
## 128                                                          <NA>        sten
## 129                                                          <NA>        sten
## 130                                                          <NA>        sten
## 131                                                          <NA>        sten
## 132                                                          <NA>        sten
## 133                                                          <NA>        sten
## 134                                                          <NA>        sten
## 135                                                          <NA>        sten
## 136                                                          <NA>        sten
## 137                                                          <NA>        sten
## 138                                                          <NA>        sten
## 139                                                          <NA>        sten
## 140                                                          <NA>        sten
## 141                                                          <NA>        sten
## 142                                                          <NA>        sten
## 143                                                          <NA>        sten
## 144                                                          <NA>        sten
## 145                                                          <NA>        sten
## 146                                                          <NA>        sten
## 147                                                          <NA>        sten
## 148                                Samma ristare som gjort G 208.        sten
## 149                                Samma ristare som gjort G 207.        sten
## 150                                                          <NA>        sten
## 151                                                          <NA>        sten
## 152                                                          <NA>        sten
## 153                                                          <NA>        sten
## 154                                                          <NA>        sten
## 155                                                          <NA>        sten
## 156                                                          <NA>        sten
## 157                                                          <NA>        sten
## 158                                                          <NA>        sten
## 159                                                          <NA>        sten
## 160                                                          <NA>        sten
## 161                                                          <NA>        sten
## 162                                                          <NA>        sten
## 163                                                          <NA>        sten
## 164                                                          <NA>        sten
## 165                                                          <NA>        sten
## 166                                                          <NA>        sten
## 167                                                          <NA>        sten
## 168                                                          <NA>        sten
## 169                                                          <NA>        sten
## 170                                                          <NA>        sten
## 171                                                          <NA>        sten
## 172                                                          <NA>        sten
## 173                                                          <NA>        sten
## 174                                                          <NA>        sten
## 175                                                          <NA>        sten
## 176                                                          <NA>        sten
## 177                                                          <NA>        sten
## 178                                                          <NA>        sten
## 179                                                          <NA>        sten
## 180                                                          <NA>        sten
## 181                                                          <NA>        sten
## 182                                                          <NA>        sten
## 183                                                          <NA>        sten
## 184                                                          <NA>        sten
## 185                                                          <NA>        sten
## 186                                                          <NA>        sten
## 187                                                          <NA>        sten
## 188                                                          <NA>        sten
## 189                                                          <NA>        sten
## 190                                                          <NA>        sten
## 191                                                          <NA>        sten
## 192                                                          <NA>        sten
## 193                                                          <NA>        sten
## 194                                                          <NA>        sten
## 195                                                          <NA>        sten
## 196                                                          <NA>        sten
## 197                                                          <NA>        sten
## 198                                                          <NA>        sten
## 199                                                          <NA>        sten
## 200                                                          <NA>        sten
## 201                                                          <NA>        sten
## 202                                                          <NA>        sten
## 203                                                          <NA>        sten
## 204                                                          <NA>        sten
## 205                                                          <NA>        sten
## 206                                                          <NA>        sten
## 207                                                          <NA>        sten
## 208                                                          <NA>        sten
## 209                                                          <NA>        sten
## 210                                                          <NA>        sten
## 211                                                          <NA>        sten
## 212                                                          <NA>        sten
## 213                                                          <NA>        sten
## 214                                                          <NA>        sten
## 215                                                          <NA>        sten
## 216                                                          <NA>        sten
## 217                                                          <NA>        sten
## 218                                                          <NA>        sten
## 219                                                          <NA>        sten
## 220                                                          <NA>        sten
## 221                                                          <NA>        sten
## 222                                                          <NA>        sten
## 223                                                          <NA>        sten
## 224                                                          <NA>        sten
## 225                                                          <NA>        sten
## 226                                                          <NA>        sten
## 227                                                          <NA>        sten
## 228                                                          <NA>        sten
## 229                                                          <NA>        sten
## 230                                                          <NA>        sten
## 231                                                          <NA>        sten
## 232                                                          <NA>        sten
## 233                                                          <NA>        sten
## 234                                                          <NA>        sten
## 235                                                          <NA>        sten
## 236                                                          <NA>        sten
## 237                                                          <NA>        sten
## 238                                                          <NA>        sten
## 239                                                          <NA>        sten
## 240                                                          <NA>        sten
## 241                                                          <NA>        sten
## 242                                                          <NA>        sten
## 243                                                          <NA>        sten
## 244                                                          <NA>        sten
## 245                                                          <NA>        sten
## 246                                                          <NA>        sten
## 247                                                          <NA>        sten
## 248                                                          <NA>        sten
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##                                                                                                                                        Bildlänk
## 1                                                                                                                                          <NA>
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## 25                                                                                                                                         <NA>
## 26                                                                                                                                         <NA>
## 27                                                                                                                                         <NA>
## 28                                                                                                                                         <NA>
## 29                                                                                                                                         <NA>
## 30                                                                                                                                         <NA>
## 31                                                                                                                                         <NA>
## 32                                                                                                                                         <NA>
## 33                                                                                                                                         <NA>
## 34                                                                                                                                         <NA>
## 35                                                                                                                                         <NA>
## 36                                                                                                                                         <NA>
## 37                                                                                                http://kulturarvsdata.se/shm/media/html/23976
## 38                                                                                                                                         <NA>
## 39                                                                                                                                         <NA>
## 40                                                                                                                                         <NA>
## 41                                                                                                                                         <NA>
## 42                                                                                                                                         <NA>
## 43                                                                                                                                         <NA>
## 44                                                                                                                                         <NA>
## 45                                                                                                                                         <NA>
## 46                                                                                                http://kulturarvsdata.se/shm/media/html/24123
## 47                                                                                                http://kulturarvsdata.se/shm/media/html/24123
## 48                                                                                                                                         <NA>
## 49                                                                                                http://kulturarvsdata.se/shm/media/html/23924
## 50                                                                                                                                         <NA>
## 51                                                                                                                                         <NA>
## 52                                                                                                                                         <NA>
## 53                                                                                                                                         <NA>
## 54                                                                                                                                         <NA>
## 55                                                                                                                                         <NA>
## 56                                                                                                                                         <NA>
## 57                                                                                                                                         <NA>
## 58                                                                                                                                         <NA>
## 59                                                                                                                                         <NA>
## 60                                                                                                                                         <NA>
## 61                                                                                                                                         <NA>
## 62                                                                                                                                         <NA>
## 63                                                                                                                                         <NA>
## 64                                                                                                                                         <NA>
## 65                                                                                                                                         <NA>
## 66                                                                                                                                         <NA>
## 67                                                                                                                                         <NA>
## 68                                                                                                                                         <NA>
## 69                                                                                                                                         <NA>
## 70                                                                                                                                         <NA>
## 71                                                                                                                                         <NA>
## 72                                                           http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G88&showthumbnails=true
## 73                                                                                                                                         <NA>
## 74                                                                                                                                         <NA>
## 75                                                                                                                                         <NA>
## 76                                                                                                http://kulturarvsdata.se/shm/media/html/24111
## 77                                                                                                                                         <NA>
## 78                                                                                                                                         <NA>
## 79                                                                                                                                         <NA>
## 80                                                           http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G99&showthumbnails=true
## 81                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G100&showthumbnails=true
## 82                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G101&showthumbnails=true
## 83                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G102&showthumbnails=true
## 84                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G103&showthumbnails=true
## 85                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G104&showthumbnails=true
## 86                                                                                                                                         <NA>
## 87                                                                                                                                         <NA>
## 88                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G110&showthumbnails=true
## 89                                                                                                http://kulturarvsdata.se/shm/media/html/23997
## 90                                                                                                http://kulturarvsdata.se/shm/media/html/23997
## 91                                                                                                http://kulturarvsdata.se/shm/media/html/23865
## 92                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G113&showthumbnails=true
## 93  http://kulturarvsdata.se/shm/media/html/23864, http://kulturarvsdata.se/shm/media/html/23986, http://kulturarvsdata.se/shm/media/html/24284
## 94                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G115&showthumbnails=true
## 95                                                                                                                                         <NA>
## 96                                                                                                                                         <NA>
## 97                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G118&showthumbnails=true
## 98                                                          http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G122&showthumbnails=true
## 99                                                                                                                                         <NA>
## 100                                                                                                                                        <NA>
## 101                                                                                                                                        <NA>
## 102                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G133&showthumbnails=true
## 103                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G134&showthumbnails=true
## 104                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G135&showthumbnails=true
## 105                                                                                                                                        <NA>
## 106                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G137&showthumbnails=true
## 107                                                                                                                                        <NA>
## 108                                                                                                                                        <NA>
## 109                                                                                                                                        <NA>
## 110                                                                                                                                        <NA>
## 111                                                                                                                                        <NA>
## 112                                                                                                                                        <NA>
## 113                                                                                                                                        <NA>
## 114                                                                                                                                        <NA>
## 115                                                                                                                                        <NA>
## 116                                                                                                                                        <NA>
## 117                                                                                                                                        <NA>
## 118                                                                                                                                        <NA>
## 119                                                                                                                                        <NA>
## 120                                                                                                                                        <NA>
## 121                                                                                                                                        <NA>
## 122                                                                                                                                        <NA>
## 123                                                                                                                                        <NA>
## 124                                                                                                                                        <NA>
## 125                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G173&showthumbnails=true
## 126                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G174&showthumbnails=true
## 127                                                                                                                                        <NA>
## 128                                                                                                                                        <NA>
## 129                                                                                                                                        <NA>
## 130                                                                                               http://kulturarvsdata.se/shm/media/html/17810
## 131                                                http://kulturarvsdata.se/shm/media/html/24178, http://kulturarvsdata.se/shm/media/html/24182
## 132                                                                                               http://kulturarvsdata.se/shm/media/html/24118
## 133                                                                                                                                        <NA>
## 134                                                                                                                                        <NA>
## 135                                                                                                                                        <NA>
## 136                                                                                                                                        <NA>
## 137                                                                                                                                        <NA>
## 138                                                                                                                                        <NA>
## 139                                                                                                                                        <NA>
## 140                                                                                                                                        <NA>
## 141                                                                                                                                        <NA>
## 142                                                                                                                                        <NA>
## 143                                                                                                                                        <NA>
## 144                                                                                                                                        <NA>
## 145                                                                                                                                        <NA>
## 146                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G201&showthumbnails=true
## 147                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G203&showthumbnails=true
## 148                                                                                                                                        <NA>
## 149                                                                                                                                        <NA>
## 150                                                                                                                                        <NA>
## 151                                                                                                                                        <NA>
## 152                                                                                                                                        <NA>
## 153                                                                                                                                        <NA>
## 154                                                                                                                                        <NA>
## 155                                                                                               http://kulturarvsdata.se/shm/media/html/24101
## 156                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G216&showthumbnails=true
## 157                                                                                                                                        <NA>
## 158                                                                                                                                        <NA>
## 159                                                                                                                                        <NA>
## 160                                                                                               http://kulturarvsdata.se/shm/media/html/24130
## 161                                                                                                                                        <NA>
## 162                                                                                                                                        <NA>
## 163                                                                                                                                        <NA>
## 164                                                                                                                                        <NA>
## 165                                                                                                                                        <NA>
## 166                                                                                                                                        <NA>
## 167                                                                                                                                        <NA>
## 168                                                                                                                                        <NA>
## 169                                                                                                                                        <NA>
## 170                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G242&showthumbnails=true
## 171                                                                                                                                        <NA>
## 172                                                                                                                                        <NA>
## 173                                                                                                                                        <NA>
## 174                                                                                                                                        <NA>
## 175                                                                                                                                        <NA>
## 176                                                                                                                                        <NA>
## 177                                                                                                                                        <NA>
## 178                                                                                                                                        <NA>
## 179                                                                                               http://kulturarvsdata.se/shm/media/html/24067
## 180                                                                                                                                        <NA>
## 181                                                                                                                                        <NA>
## 182                                                                                                                                        <NA>
## 183                                                                                              http://kulturarvsdata.se/shm/media/html/306053
## 184                                                                                                                                        <NA>
## 185                                                                                                                                        <NA>
## 186                                                                                                                                        <NA>
## 187                                                http://kulturarvsdata.se/shm/media/html/24065, http://kulturarvsdata.se/shm/media/html/17828
## 188                                                                                                                                        <NA>
## 189                                                                                                                                        <NA>
## 190                                                                                                                                        <NA>
## 191                                                                                                                                        <NA>
## 192                                                                                                                                        <NA>
## 193                                                                                                                                        <NA>
## 194                                                                                                                                        <NA>
## 195                                                                                                                                        <NA>
## 196                                                                                                                                        <NA>
## 197                                                                                                                                        <NA>
## 198                                                                                                                                        <NA>
## 199                                                                                                                                        <NA>
## 200                                                                                                                                        <NA>
## 201                                                                                                                                        <NA>
## 202                                                                                                                                        <NA>
## 203                                                                                                                                        <NA>
## 204                                                                                                                                        <NA>
## 205                                                                                                                                        <NA>
## 206                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G291&showthumbnails=true
## 207                                                                                                                                        <NA>
## 208                                                                                                                                        <NA>
## 209                                                                                                                                        <NA>
## 210                                                                                                                                        <NA>
## 211                                                                                                                                        <NA>
## 212                                                                                                                                        <NA>
## 213                                                                                                                                        <NA>
## 214                                                                                                                                        <NA>
## 215                                                                                                                                        <NA>
## 216                                                                                                                                        <NA>
## 217                                                                                                                                        <NA>
## 218                                                                                                                                        <NA>
## 219                                                                                                                                        <NA>
## 220                                                                                                                                        <NA>
## 221                                                                                                                                        <NA>
## 222                                                                                                                                        <NA>
## 223                                                                                                                                        <NA>
## 224                                                                                                                                        <NA>
## 225                                                                                                                                        <NA>
## 226                                                                                                                                        <NA>
## 227                                                                                                                                        <NA>
## 228                                                                                                                                        <NA>
## 229                                                                                                                                        <NA>
## 230                                                                                                                                        <NA>
## 231                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G317&showthumbnails=true
## 232                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G318&showthumbnails=true
## 233                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G319&showthumbnails=true
## 234                                                                                                                                        <NA>
## 235                                                                                                                                        <NA>
## 236                                                                                                                                        <NA>
## 237                                                                                                                                        <NA>
## 238                                                                                                                                        <NA>
## 239                                                                                                                                        <NA>
## 240                                                                                                                                        <NA>
## 241                                                                                                                                        <NA>
## 242                                                                                                                                        <NA>
## 243                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G336&showthumbnails=true
## 244                                                                                                                                        <NA>
## 245                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G337&showthumbnails=true
## 246                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G338&showthumbnails=true
## 247                                                                                                                                        <NA>
## 248                                                                                                                                        <NA>
## 249                                                                                                                                        <NA>
## 250                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G342&showthumbnails=true
## 251                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G343&showthumbnails=true
## 252                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G343&showthumbnails=true
## 253                                                                                                                                        <NA>
## 254                                                                                                                                        <NA>
## 255                                                                                                                                        <NA>
## 256                                                                                                                                        <NA>
## 257                                                                                                                                        <NA>
## 258                                                                                                                                        <NA>
## 259                                                                                                                                        <NA>
## 260                                                                                                                                        <NA>
## 261                                                                                                                                        <NA>
## 262                                                                                                                                        <NA>
## 263                                                                                                                                        <NA>
## 264                                                                                                                                        <NA>
## 265                                                                                                                                        <NA>
## 266                                                         http://www.kms.raa.se/cocoon/bild/object_list_simple?query=G383&showthumbnails=true
## 267                                                                                                                                        <NA>
##          Lat     Long
## 1   56.93643 18.18209
## 2   56.93643 18.18209
## 3   56.93643 18.18209
## 4   56.96804 18.22969
## 5   56.96804 18.22969
## 6   56.96804 18.22969
## 7   56.96804 18.22969
## 8   56.96804 18.22969
## 9   56.96804 18.22969
## 10  56.97589 18.31419
## 11  56.97589 18.31419
## 12  56.97589 18.31419
## 13  56.97589 18.31419
## 14  56.97589 18.31419
## 15  56.97589 18.31419
## 16  56.97589 18.31419
## 17  56.97589 18.31419
## 18  56.97589 18.31419
## 19  57.03467 18.30076
## 20  57.03467 18.30076
## 21  57.03467 18.30076
## 22  57.03467 18.30076
## 23  57.03467 18.30076
## 24  57.03467 18.30076
## 25  57.03467 18.30076
## 26  57.07395 18.31552
## 27  57.07395 18.31552
## 28  57.07395 18.31552
## 29  57.07395 18.31552
## 30  57.07438 18.22115
## 31  57.07438 18.22115
## 32  57.13257 18.34713
## 33  57.13257 18.34713
## 34  57.13257 18.34713
## 35  57.13257 18.34713
## 36  57.13257 18.34713
## 37  57.13257 18.34713
## 38  57.13257 18.34713
## 39  57.16002 18.33362
## 40  57.16002 18.33362
## 41  57.16002 18.33362
## 42  57.16043 18.33536
## 43  57.16043 18.33536
## 44  57.16043 18.33536
## 45  57.20938 18.36099
## 46  57.21052 18.44554
## 47  57.21052 18.44554
## 48  57.24015 18.38002
## 49  57.24015 18.38002
## 50  57.18759 18.26241
## 51  57.18759 18.26241
## 52  57.18759 18.26241
## 53  57.18759 18.26241
## 54  57.70722 18.80192
## 55  57.25372 18.21053
## 56  57.25372 18.21053
## 57  57.25372 18.21053
## 58  57.25372 18.21053
## 59  57.25372 18.21053
## 60  57.25372 18.21053
## 61  57.28743 18.20521
## 62  57.28743 18.20521
## 63  57.28743 18.20521
## 64  57.28743 18.20521
## 65  57.29037 18.27589
## 66  57.29037 18.27589
## 67  57.29037 18.27589
## 68  57.27985 18.37987
## 69  57.31419 18.38214
## 70  57.28146 18.47140
## 71  57.28146 18.47140
## 72  57.28146 18.47140
## 73  57.24510 18.50921
## 74  57.71971 18.78915
## 75  57.71971 18.78915
## 76  57.71971 18.78915
## 77  57.71971 18.78915
## 78  57.71971 18.78915
## 79  57.33760 18.49514
## 80  57.29959 18.52170
## 81  57.29959 18.52170
## 82  57.29959 18.52170
## 83  57.29959 18.52170
## 84  57.29959 18.52170
## 85  57.29959 18.52170
## 86  57.31584 18.57967
## 87  57.33144 18.62739
## 88  57.33144 18.62739
## 89  57.37881 18.69606
## 90  57.37881 18.69606
## 91  57.37881 18.69606
## 92  57.37881 18.69606
## 93  57.37881 18.69606
## 94  57.40456 18.80449
## 95  57.44576 18.71261
## 96  57.44576 18.71261
## 97  57.48179 18.65469
## 98  57.40292 18.52905
## 99  57.44971 18.51509
## 100 57.44971 18.51509
## 101 57.43039 18.42660
## 102 57.46542 18.45473
## 103 57.48683 18.51686
## 104 57.48683 18.51686
## 105 57.48683 18.51686
## 106 57.48683 18.51686
## 107 57.51084 18.49756
## 108 57.51084 18.49756
## 109 57.50127 18.66042
## 110 57.50127 18.66042
## 111 57.55802 18.59169
## 112 57.57919 18.72887
## 113 57.57919 18.72887
## 114 57.57919 18.72887
## 115 57.33561 18.18976
## 116 57.33561 18.18976
## 117 57.37939 18.23301
## 118 57.37939 18.23301
## 119 57.37939 18.23301
## 120 57.37939 18.23301
## 121 57.37939 18.23301
## 122 57.37939 18.23301
## 123 57.41233 18.34720
## 124 57.41233 18.34720
## 125 57.44907 18.36287
## 126 57.44907 18.36287
## 127 57.44907 18.36287
## 128 57.44907 18.36287
## 129 57.44907 18.36287
## 130 57.42940 18.22250
## 131 57.42940 18.22250
## 132 57.42940 18.22250
## 133 57.42940 18.22250
## 134 57.42940 18.22250
## 135 57.42940 18.22250
## 136 57.47127 18.30261
## 137 57.47127 18.30261
## 138 57.43418 18.09213
## 139 57.43418 18.09213
## 140 57.52081 18.16860
## 141 57.52081 18.16860
## 142 57.52081 18.16860
## 143 57.52081 18.16860
## 144 57.52081 18.16860
## 145 57.48070 18.38942
## 146 57.48070 18.38942
## 147 57.50459 18.30646
## 148 57.54775 18.26543
## 149 57.54775 18.26543
## 150 57.58559 18.22733
## 151 57.58559 18.22733
## 152 57.50667 18.42216
## 153 57.50667 18.42216
## 154 57.50667 18.42216
## 155 57.52808 18.43805
## 156 57.52808 18.43805
## 157 57.58257 18.38224
## 158 57.58257 18.38224
## 159 57.58257 18.38224
## 160 57.59554 18.51401
## 161 57.59554 18.51401
## 162 57.59554 18.51401
## 163 57.56492 18.46271
## 164 57.60984 18.63722
## 165 57.60984 18.63722
## 166 57.60984 18.63722
## 167 57.60984 18.63722
## 168 57.60984 18.63722
## 169 57.68023 18.63203
## 170 57.68023 18.63203
## 171 57.68023 18.63203
## 172 57.68023 18.63203
## 173 57.68023 18.63203
## 174 57.68023 18.63203
## 175 57.68023 18.63203
## 176 57.68023 18.63203
## 177 57.67001 18.54333
## 178 57.67001 18.54333
## 179 57.68777 18.54129
## 180 57.67113 18.47978
## 181 57.67113 18.47978
## 182 57.69118 18.42018
## 183 57.69118 18.42018
## 184 57.74902 18.49197
## 185 57.74902 18.49197
## 186 57.79245 18.53164
## 187 57.79245 18.53164
## 188 57.73576 18.61369
## 189 57.73576 18.61369
## 190 57.73576 18.61369
## 191 57.73576 18.61369
## 192 57.68704 18.76287
## 193 57.68704 18.76287
## 194 57.68704 18.76287
## 195 57.68704 18.76287
## 196 57.68704 18.76287
## 197 57.72113 18.78973
## 198 57.72113 18.78973
## 199 57.72113 18.78973
## 200 57.72113 18.78973
## 201 57.72113 18.78973
## 202 57.72113 18.78973
## 203 57.77477 18.89370
## 204 57.77477 18.89370
## 205 57.77477 18.89370
## 206 57.77477 18.89370
## 207 57.78516 18.79064
## 208 57.78516 18.79064
## 209 57.78516 18.79064
## 210 57.78516 18.79064
## 211 57.78516 18.79064
## 212 57.78516 18.79064
## 213 57.78516 18.79064
## 214 57.78516 18.79064
## 215 57.78516 18.79064
## 216 57.78516 18.79064
## 217 57.78516 18.79064
## 218 57.78516 18.79064
## 219 57.83935 18.68846
## 220 57.83935 18.68846
## 221 57.83935 18.68846
## 222 57.83935 18.68846
## 223 57.83935 18.68846
## 224 57.83935 18.68846
## 225 57.83935 18.68846
## 226 57.89211 18.71591
## 227 57.89211 18.71591
## 228 57.89211 18.71591
## 229 57.89211 18.71591
## 230 57.89211 18.71591
## 231 57.87043 18.87573
## 232 57.87043 18.87573
## 233 57.83450 18.92394
## 234 57.83450 18.92394
## 235 57.83450 18.92394
## 236 57.83450 18.92394
## 237 57.83450 18.92394
## 238 57.83450 18.92394
## 239 57.85345 19.02598
## 240 57.85345 19.02598
## 241 57.92028 19.09530
## 242 57.92028 19.09530
## 243 57.92028 19.09530
## 244 57.92028 19.09530
## 245 57.92028 19.09530
## 246 57.92028 19.09530
## 247 57.92028 19.09530
## 248 57.63794 18.29798
## 249 57.63794 18.29798
## 250 57.63794 18.29798
## 251 57.63794 18.29798
## 252 57.63794 18.29798
## 253 57.63794 18.29798
## 254 57.63794 18.29798
## 255 57.63794 18.29798
## 256 57.16002 18.33362
## 257 57.16043 18.33536
## 258 57.20938 18.36099
## 259 57.18759 18.26241
## 260 57.25372 18.21053
## 261 57.25372 18.21053
## 262 57.29037 18.27589
## 263 57.24510 18.50921
## 264 57.71971 18.78915
## 265 57.71971 18.78915
## 266 57.28243 18.61844
## 267 57.79245 18.53164

2.3.1 IDA of Data sets

summary(rune_mast)
##       ID                Cross           Place              Socken         
##  Length:305         Min.   :0.0000   Length:305         Length:305        
##  Class :character   1st Qu.:0.0000   Class :character   Class :character  
##  Mode  :character   Median :0.0000   Mode  :character   Mode  :character  
##                     Mean   :0.3115                                        
##                     3rd Qu.:1.0000                                        
##                     Max.   :1.0000                                        
##     Härad              Kommun          Classification        Latitude    
##  Length:305         Length:305         Length:305         Min.   :58.39  
##  Class :character   Class :character   Class :character   1st Qu.:59.86  
##  Mode  :character   Mode  :character   Mode  :character   Median :59.88  
##                                                           Mean   :59.88  
##                                                           3rd Qu.:59.95  
##                                                           Max.   :60.16  
##       Long           Longitude          Lat         
##  Min.   :6625825   Min.   :13.58   Min.   :1582025  
##  1st Qu.:6638510   1st Qu.:17.51   1st Qu.:1595827  
##  Median :6642537   Median :17.62   Median :1600608  
##  Mean   :6644023   Mean   :17.55   Mean   :1600726  
##  3rd Qu.:6649850   3rd Qu.:17.69   3rd Qu.:1604533  
##  Max.   :6671945   Max.   :18.68   Max.   :1643937
summary(runedata)
##     Signum            Crosses             Plats              Socken         
##  Length:267         Length:267         Length:267         Length:267        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##     Härad              Kommun            Classif            Ristare         
##  Length:267         Length:267         Length:267         Length:267        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  Materialtyp          Bildlänk              Lat             Long      
##  Length:267         Length:267         Min.   :56.94   Min.   :18.09  
##  Class :character   Class :character   1st Qu.:57.27   1st Qu.:18.30  
##  Mode  :character   Mode  :character   Median :57.49   Median :18.47  
##                                        Mean   :57.47   Mean   :18.50  
##                                        3rd Qu.:57.71   3rd Qu.:18.70  
##                                        Max.   :57.92   Max.   :19.10

2.3.2 Data Cleaning

rune_mast = mutate(rune_mast,classif = case_when(
  grepl('RAK',Classification)~'RAK',
  grepl('Fp',Classification)~'Fp',
  grepl('Pr1',Classification)~'Pr1',
  grepl('Pr2',Classification)~'Pr2',
  grepl('Pr3',Classification)~'Pr3',
  grepl('Pr4',Classification)~'Pr4',
  grepl('Pr5',Classification)~'Pr5',
  TRUE~ 'NA'))

data = mutate(runedata,Classif = case_when(
  grepl('RAK',Classif)~'RAK',
  grepl('Fp',Classif)~'Fp',
  grepl('Pr1',Classif)~'Pr1',
  grepl('Pr2',Classif)~'Pr2',
  grepl('Pr3',Classif)~'Pr3',
  grepl('Pr4',Classif)~'Pr4',
  grepl('Pr5',Classif)~'Pr5',
  TRUE~ 'NA'))

runedata$Classif <- factor(runedata$Classif, levels = c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered = TRUE)

rune_mast$classif <- factor(rune_mast$classif, levels = c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered = TRUE)

Uppsala County

Class <- rune_mast$classif
Crosses <- factor(rune_mast$Cross, levels = c(0:1))
uppsala_map <- get_stamenmap(
  bbox = c(16.7459,59.6996, 18.8058,60.2180), maptype="toner-lite",
  zoom=10)
## Source : http://tile.stamen.com/toner-lite/10/559/296.png
## Source : http://tile.stamen.com/toner-lite/10/560/296.png
## Source : http://tile.stamen.com/toner-lite/10/561/296.png
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## Source : http://tile.stamen.com/toner-lite/10/559/298.png
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## Source : http://tile.stamen.com/toner-lite/10/559/299.png
## Source : http://tile.stamen.com/toner-lite/10/560/299.png
## Source : http://tile.stamen.com/toner-lite/10/561/299.png
## Source : http://tile.stamen.com/toner-lite/10/562/299.png
## Source : http://tile.stamen.com/toner-lite/10/563/299.png
## Source : http://tile.stamen.com/toner-lite/10/564/299.png
## Source : http://tile.stamen.com/toner-lite/10/565/299.png
ggmap(uppsala_map)+
  geom_point(
  data = rune_mast, 
  aes(x=Longitude, y=Latitude, color=Class, shape=Crosses),size=2, alpha=0.7)+
  theme_map()+theme(legend.background = element_blank(), legend.position = "bottom")+
  guides(fill=guide_legend(title="Classification"))+
  ggtitle("Geographical distribution of Runestones in the Uppsala County")
## Warning: Removed 12 rows containing missing values (geom_point).

ggmap(uppsala_map)+
  geom_point(
  data = rune_mast, 
  aes(x=Longitude, y=Latitude, col=Crosses),size=1.5, alpha=0.5)+
  theme_map()+
  theme(legend.background = element_blank(), legend.position = "bottom")+
  guides(fill=guide_legend(title="Classification"))+
  ggtitle("Geographical distribution of Runestones in the Uppsala County")+
  facet_wrap(vars(classif))+
  theme(legend.background = element_blank(), legend.position = "right")+
  scale_color_manual(values=wes_palette(n=3, name="BottleRocket1"))
## Warning: Removed 12 rows containing missing values (geom_point).

uppsala_cross <- ggplot(data = rune_mast, aes(x = Cross, fill= Class))+geom_bar()+ 
  scale_x_continuous(breaks = c(0:1))+ labs(title="Proportion of Crosses across Time in Uppsala")
  theme(legend.background = element_blank(), legend.position = "bottom")+theme_bw()
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##  $ strip.switch.pad.grid     : 'simpleUnit' num 2.75points
##   ..- attr(*, "unit")= int 8
##  $ strip.switch.pad.wrap     : 'simpleUnit' num 2.75points
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##   ..- attr(*, "class")= chr [1:2] "element_text" "element"
##  - attr(*, "class")= chr [1:2] "theme" "gg"
##  - attr(*, "complete")= logi TRUE
##  - attr(*, "validate")= logi TRUE
uppsala_cross

ggplotly(uppsala_cross)

Gotland County

Classes <- runedata$Classif
gotland_map <- get_stamenmap(
  bbox = c(left = 17.5, bottom = 57.0, right = 19.8, top = 57.9),
  maptype = "toner-lite",
  zoom = 9
)
## Source : http://tile.stamen.com/toner-lite/9/280/154.png
## Source : http://tile.stamen.com/toner-lite/9/281/154.png
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## Source : http://tile.stamen.com/toner-lite/9/284/156.png
ggmap(gotland_map) +
  geom_point(data = runedata,
             aes(x = Long, y = Lat,col = Classif), 
             size = 2, alpha = 0.7) +
  labs(title = "Overall Distribution of Runestones in the Gotland County") +
  theme_map() +
  theme(legend.background = element_blank(), legend.position = "bottom")
## Warning: Removed 25 rows containing missing values (geom_point).

ggmap(gotland_map) +
  geom_point(data = runedata,
             aes(x = Long, y = Lat, fill=Crosses),alpha = 0.5,
             size = 0.9, col = "red") + facet_wrap(vars(Classif))+
  labs(title = "Geographical Distribution of Runestones in the Gotland County") +
  theme_map() +
  theme(legend.background = element_blank(), legend.position = "bottom") 
## Warning: Removed 25 rows containing missing values (geom_point).

gotland_cross <- ggplot(data = runedata, aes(x = Crosses, fill= Classes))+geom_bar()+ 
  theme(legend.background = element_blank(), legend.position = "bottom")+
  scale_x_discrete(breaks = c(0:1))+ 
  labs(title="Proportion of Crosses across Time in Gotland")

gotland_cross

ggplotly(gotland_cross)

3 Acknowledgements

Role Coordinator Support
Presentation Ariel, Jacqui (presenter) Luana
Coding Shradha Ru
Scheduling Luana
Research Jennifer Ariel, Luana (editors)

Meetings

Date, time, location Presentee(s) Discussion points
8/3 (11am-12pm) All Possible research questions, Finalise roles
15/3 (11am-12pm) All Finalise research question
22/3 (11am-12pm) All Conduct domain research and consolidate findings with group members
29/3 (11am-12pm) All Discuss approach of research question; Begin report draft; Begin coding for graphical summaries
5/4 (11am-12pm) All Finalise graphical summaries; Derive trends from graphical summaries
12/4 (11am-12pm) All Film presentation; Finalise report

4 Articles for further reading

Knutson, S. A. (2016). Bridges to Eternity: A Re-Examination of the Adoption of Christianity in Viking-Age Sweden. Viking and Medieval Scandinavia, 12, 87–102. https://www.jstor.org/stable/48501798

Knuston asserts that Christianity was actively uptaken by the Vikings, particularly in well-connected municipalities which benefited from access to foreign influences via trade interactions.

Thoeming, A. (2016). Dealing with Data: Naïve Bayesian Classification and a Case Study from Viking Age Sweden. International Journal of Student Research in Archaeology, 1(1), 193-204. https://www.academia.edu/21431922/Dealing_with_Data_Na%C3%AFve_Bayesian_Classification_and_a_case_study_from_Viking_Age_Sweden

Encountering similar limitations in the data to this report, Thoeming determined that the Bayesian classifier was limited, only providing broader categorisations in feature combinations and differences.

5 References

Tutorial for creating maps: https://www.youtube.com/watch?v=2k8O-Y_uiRU

Conversion of coordinates: https://coordinates-converter.com/en/decimal/51.000000,10.000000?karte=OpenStreetMap&zoom=8

Data Cleaning: Freya and Shane (Tuesday Lab CC)

---
title: "DATA 1901 Project 2"
output:
  html_document:
    code_download: true # embed .Rmd file
    toc: true  # table of contents
    toc_depth: 3
    toc_float: true # toc is always visible when scrolled
    number_sections: true 
    theme: sandstone # theme the doc
    highlight: tango # theme syntax colouring
---

```{css newstyles, echo=FALSE}
h1, .h1, h2, .h2, h3, .h3 { /* Add space before headings: */
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  font-size: 22px;
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  color: black;
}
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  text-indent: initial;
}

```

# Report 

## Research question

Can a trend in the geographical spread of Swedish Viking runestones be observed by comparing the proportion of runestones with and without crosses over time? 

This report ascertains associative trends between the establishment of runestones in the Gotland region and the concurrent Christianisation in Gotland and Uppsala counties with analysis to assess the scope of this model for further predictions.


## Executive Summary

Analysis of categorical data (crosses/time period) revealed that Uppsala and Gotland runestones were predominantly erected between 1050-1100 AD. Majority of Uppsala’s crosses are observed during this period, however, none of the analysed runestones from Gotland featured the cross motif. This elucidates the non-uniform, nuanced spread of Christianity across Sweden.


## Initial Data Analysis

Reliant upon visual interpretation, the data is subject to observation bias. Confounders including time and environment contribute to bias by making certain stylistic features across different rune-carvers indistinguishable. Data integrity and reliability is compromised by using multiple data sources and interpretation based on secondary archaeological sources including the epic Beowulf.   

Selection bias occured as ambiguous data including question marks, multiple categorisations, and unclassified data was re-categorised into 8 categories: RAK, Fp, Pr1-5 and NA. This report’s graphical summaries compound selection bias by only focusing on Uppsala and Gotland municipalities. By omitting large quantities of data, the results cannot characterise Viking society broadly as macroscopic trends may be unclear or skewed. Further, by narrowing our range of analysis to two municipalities, we cannot extrapolate trends to other regions. Similar case by case analysis must be conducted to construct plausible predictions for alternative locations. Additionally, runestones with overlapping time periods were only recognised in this report by the earliest of their assigned periods, causing categorical bias. Likewise, runestones which lacked a cross/no cross classification were grouped with those having no cross. 

While it is noted that bias hinders the plausibility of conclusions drawn, however, this is largely inherent to archaeological studies. 


## Research overview

Limited to Svealand, Christian influences from missionaries commenced in 830 AD, catalysing an evolution of the location and design of runestones. Rising political tension with neighbouring Christian areas induced Christianisation, thus, the prospect of superior trade and economic performance propelled conversion rather than the pursuit of holiness. 

Uppsala observes an influx of runestone prevalence during 1060-1100 AD (Pr4), concurrent with the increase of runestone crosses. Its close proximity to the Baltic Sea on the south-east coast of modern day Sweden, facilitated the introduction of foriegn social and religious influences to the Vikings. This supported a transition from polytheistic paganism towards monotheistic Christianity over the short period revealed by the surge in runestone crosses. This period followed the first Christian evangelisation mission in Uppsala, led by Saint Ansgar during the 9th century, providing context to this stage of religious conversion. 

From the classified runestones in Gotland, a significant proportion were erected during the Pr4 period. Unlike Uppsala, no crosses were observed on runestones across all time periods. This not only suggests an uneven spread of Christian beliefs throughout Viking society, but also the need for models alike to identify subtle trends in data. Gotland is isolated from mainland Sweden and therefore bound to undergo religious transformation after other municipalities like Uppsala, which was well-connected with multiple regions and foreign influences via trade interactions. Findings from the maps are supported by churches’ locations in these municipalities. Nonetheless, archaeologists currently lack evidence to determine whether runestones were erected at churches, subsequent church sites, or brought to churches later. 

Stacked bar plots quantified the comparison of runestones with/without crosses. While a larger quantity of runestones is observed in Uppsala, the most notable trend was the complete absence of crosses on runestones in Gotland. This may be attributed to the vast majority of runestones in Gotland lacking cross identification, thus classed in this report as ‘no cross’. This assumption may be misleading.  

Hence, Christianization of the Vikings began in well-connected municipalities, susceptible to foriegn influences. Christianity slowly infiltrated more regional and often isolated municipalities, however, conversion was not observed as heavily in these regions. 


*** 

# Mapping the geographical spread across municipalities

## Loading our library packages 
```{r library, include=TRUE}
library(tidyverse)
library(ggplot2)
library(readxl)
library(maps)
library(plotly)
library(ggthemes)
library(ggmap)
library(wesanderson)
library(RColorBrewer)
```


## Analysis of runestones in different municipalities
```{r}
Arch <- read_xls("Arch_main.xls")

Arch = mutate(Arch,ClassNew = case_when(
  grepl('RAK',Classification)~'RAK',
  grepl('Fp',Classification)~'Fp',
  grepl('Pr1',Classification)~'Pr1',
  grepl('Pr2',Classification)~'Pr2',
  grepl('Pr3',Classification)~'Pr3',
  grepl('Pr4',Classification)~'Pr4',
  grepl('Pr5',Classification)~'Pr5',
  TRUE~ 'NA'
))

table(Arch$ClassNew)

Arch$ClassNew <- factor(Arch$ClassNew,levels=c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered=TRUE)

ggplot(data=Arch,aes(x=ClassNew))+geom_bar(fill="light blue")+ggtitle("Runestone Typology across different Time Periods in Sweden")+labs(x="Time Periods",y="Number of Runestones") + theme_classic()

```



## Importing data

```{r cars}
rune_mast <- read_xlsx("Uppsala_trial.xlsx")
as.data.frame(rune_mast)

runedata <- read_xlsx("1Gotlandclean.xlsx")
as.data.frame(runedata) 
```

### IDA of Data sets

```{r Data Summary}
summary(rune_mast)

summary(runedata)
```

### Data Cleaning
```{r Data Cleaning}
rune_mast = mutate(rune_mast,classif = case_when(
  grepl('RAK',Classification)~'RAK',
  grepl('Fp',Classification)~'Fp',
  grepl('Pr1',Classification)~'Pr1',
  grepl('Pr2',Classification)~'Pr2',
  grepl('Pr3',Classification)~'Pr3',
  grepl('Pr4',Classification)~'Pr4',
  grepl('Pr5',Classification)~'Pr5',
  TRUE~ 'NA'))

data = mutate(runedata,Classif = case_when(
  grepl('RAK',Classif)~'RAK',
  grepl('Fp',Classif)~'Fp',
  grepl('Pr1',Classif)~'Pr1',
  grepl('Pr2',Classif)~'Pr2',
  grepl('Pr3',Classif)~'Pr3',
  grepl('Pr4',Classif)~'Pr4',
  grepl('Pr5',Classif)~'Pr5',
  TRUE~ 'NA'))

runedata$Classif <- factor(runedata$Classif, levels = c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered = TRUE)

rune_mast$classif <- factor(rune_mast$classif, levels = c("RAK","Fp","Pr1","Pr2","Pr3","Pr4","Pr5","NA"), ordered = TRUE)
```


## Uppsala County {-} 

```{r Uppsala, error=FALSE}
Class <- rune_mast$classif
Crosses <- factor(rune_mast$Cross, levels = c(0:1))
uppsala_map <- get_stamenmap(
  bbox = c(16.7459,59.6996, 18.8058,60.2180), maptype="toner-lite",
  zoom=10)

ggmap(uppsala_map)+
  geom_point(
  data = rune_mast, 
  aes(x=Longitude, y=Latitude, color=Class, shape=Crosses),size=2, alpha=0.7)+
  theme_map()+theme(legend.background = element_blank(), legend.position = "bottom")+
  guides(fill=guide_legend(title="Classification"))+
  ggtitle("Geographical distribution of Runestones in the Uppsala County")

ggmap(uppsala_map)+
  geom_point(
  data = rune_mast, 
  aes(x=Longitude, y=Latitude, col=Crosses),size=1.5, alpha=0.5)+
  theme_map()+
  theme(legend.background = element_blank(), legend.position = "bottom")+
  guides(fill=guide_legend(title="Classification"))+
  ggtitle("Geographical distribution of Runestones in the Uppsala County")+
  facet_wrap(vars(classif))+
  theme(legend.background = element_blank(), legend.position = "right")+
  scale_color_manual(values=wes_palette(n=3, name="BottleRocket1"))

```
```{r Number of crosses Uppsala}

uppsala_cross <- ggplot(data = rune_mast, aes(x = Cross, fill= Class))+geom_bar()+ 
  scale_x_continuous(breaks = c(0:1))+ labs(title="Proportion of Crosses across Time in Uppsala")
  theme(legend.background = element_blank(), legend.position = "bottom")+theme_bw()
uppsala_cross
ggplotly(uppsala_cross)

```



## Gotland County {-}

```{r Gotland, error=FALSE}
Classes <- runedata$Classif
gotland_map <- get_stamenmap(
  bbox = c(left = 17.5, bottom = 57.0, right = 19.8, top = 57.9),
  maptype = "toner-lite",
  zoom = 9
)
ggmap(gotland_map) +
  geom_point(data = runedata,
             aes(x = Long, y = Lat,col = Classif), 
             size = 2, alpha = 0.7) +
  labs(title = "Overall Distribution of Runestones in the Gotland County") +
  theme_map() +
  theme(legend.background = element_blank(), legend.position = "bottom")

ggmap(gotland_map) +
  geom_point(data = runedata,
             aes(x = Long, y = Lat, fill=Crosses),alpha = 0.5,
             size = 0.9, col = "red") + facet_wrap(vars(Classif))+
  labs(title = "Geographical Distribution of Runestones in the Gotland County") +
  theme_map() +
  theme(legend.background = element_blank(), legend.position = "bottom") 


```

```{r Number of crosses Gotland}

gotland_cross <- ggplot(data = runedata, aes(x = Crosses, fill= Classes))+geom_bar()+ 
  theme(legend.background = element_blank(), legend.position = "bottom")+
  scale_x_discrete(breaks = c(0:1))+ 
  labs(title="Proportion of Crosses across Time in Gotland")

gotland_cross

ggplotly(gotland_cross)


```



# Acknowledgements

Role            | Coordinator              | Support
----------------|--------------------------|----------------------
Presentation    | Ariel, Jacqui (presenter)| Luana
Coding          | Shradha                  | Ru
Scheduling      | Luana                    |
Research        | Jennifer                 | Ariel, Luana (editors)


*Meetings*

Date, time, location    | Presentee(s) |  Discussion points             
------------------------|--------------|------------------------------------------------------------------------------------------------
8/3 (11am-12pm)         |    All       |Possible research questions, Finalise roles
15/3 (11am-12pm)        |    All       |Finalise research question
22/3 (11am-12pm)        |    All       |Conduct domain research and consolidate findings with group members
29/3 (11am-12pm)        |    All       |Discuss approach of research question; Begin report draft; Begin coding for graphical summaries
5/4 (11am-12pm)         |    All       |Finalise graphical summaries; Derive trends from graphical summaries
12/4 (11am-12pm)        |    All       |Film presentation; Finalise report 

 
                          

# Articles for further reading

*Knutson, S. A. (2016). Bridges to Eternity: A Re-Examination of the Adoption of Christianity in Viking-Age Sweden. Viking and Medieval Scandinavia, 12, 87–102. https://www.jstor.org/stable/48501798*

Knuston asserts that Christianity was actively uptaken by the Vikings, particularly in well-connected municipalities which benefited from access to foreign influences via trade interactions.

*Thoeming, A. (2016). Dealing with Data: Naïve Bayesian Classification and a Case Study from Viking Age Sweden. International Journal of Student Research in Archaeology, 1(1), 193-204. https://www.academia.edu/21431922/Dealing_with_Data_Na%C3%AFve_Bayesian_Classification_and_a_case_study_from_Viking_Age_Sweden*

Encountering similar limitations in the data to this report, Thoeming determined that the Bayesian classifier was limited, only providing broader categorisations in feature combinations and differences. 



# References

Tutorial for creating maps: *https://www.youtube.com/watch?v=2k8O-Y_uiRU*
 
Conversion of coordinates: *https://coordinates-converter.com/en/decimal/51.000000,10.000000?karte=OpenStreetMap&zoom=8*
 
Data Cleaning: *Freya and Shane (Tuesday Lab CC)*
